Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor 2025-11 Association for Computational Linguistics Suzhou, China text conference publication 979-8-89176-335-7 findings-2025-emnlp 10.18653/v1/2025.findings-emnlp.0 https://aclanthology.org/2025.findings-emnlp.0/ Automating Alternative Generation in Decision-Making Yevhen Kostiuk author Clara Seyfried author Chris Reed author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kostiuk-etal-2025-automating 10.18653/v1/2025.findings-emnlp.1 https://aclanthology.org/2025.findings-emnlp.1/ 2025-11 1 15 Bias Analysis and Mitigation through Protected Attribute Detection and Regard Classification Takuma Udagawa author Yang Zhao author Hiroshi Kanayama author Bishwaranjan Bhattacharjee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 udagawa-etal-2025-bias 10.18653/v1/2025.findings-emnlp.2 https://aclanthology.org/2025.findings-emnlp.2/ 2025-11 16 25 Large Language Models Might Not Care What You Are Saying: Prompt Format Beats Descriptions Chenming Tang author Zhixiang Wang author Hao Sun author Yunfang Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tang-etal-2025-large-language 10.18653/v1/2025.findings-emnlp.3 https://aclanthology.org/2025.findings-emnlp.3/ 2025-11 26 48 Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation Yuanchi Ma author Jiamou Liu author Hui He author Libo Zhang author Haoyuan Li author Zhendong Niu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-boundary 10.18653/v1/2025.findings-emnlp.4 https://aclanthology.org/2025.findings-emnlp.4/ 2025-11 49 63 Can Large Language Models Personalize Dialogues to Generational Styles? Pier Felice Balestrucci author Ondrej Dusek author Luca Anselma author Alessandro Mazzei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 balestrucci-etal-2025-large 10.18653/v1/2025.findings-emnlp.5 https://aclanthology.org/2025.findings-emnlp.5/ 2025-11 64 77 Toward Optimal LLM Alignments Using Two-Player Games Rui Zheng author Hongyi Guo author Zhihan Liu author Xiaoying Zhang author Yuanshun Yao author Xiaojun Xu author Zhaoran Wang author Zhiheng Xi author Tao Gui author Qi Zhang author Xuanjing Huang author Yang Liu author Hang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-toward 10.18653/v1/2025.findings-emnlp.6 https://aclanthology.org/2025.findings-emnlp.6/ 2025-11 78 99 Structural Patent Classification Using Label Hierarchy Optimization Mengting Gui author Shufeng Hao author Chongyang Shi author Qi Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gui-etal-2025-structural 10.18653/v1/2025.findings-emnlp.7 https://aclanthology.org/2025.findings-emnlp.7/ 2025-11 100 114 Exploring Hyperbolic Hierarchical Structure for Multimodal Rumor Detection Md Mahbubur Rahman author Shufeng Hao author Chongyang Shi author An Lao author Jinyan Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rahman-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.8 https://aclanthology.org/2025.findings-emnlp.8/ 2025-11 115 134 Multi-Surrogate-Objective Optimization for Neural Topic Models Tue Le author Hoang Tran Vuong author Tung Nguyen author Linh Ngo Van author Dinh Viet Sang author Trung Le author Thien Huu Nguyen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 le-etal-2025-multi 10.18653/v1/2025.findings-emnlp.9 https://aclanthology.org/2025.findings-emnlp.9/ 2025-11 135 151 How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code Seonghyeon Lee author HeeJae Chon author Joonwon Jang author Dongha Lee author Hwanjo Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-diversely 10.18653/v1/2025.findings-emnlp.10 https://aclanthology.org/2025.findings-emnlp.10/ 2025-11 152 167 ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning Rui Lv author Qi Liu author Weibo Gao author Jiatong Li author Kai Zhang author Shiwei Tong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lv-etal-2025-real 10.18653/v1/2025.findings-emnlp.11 https://aclanthology.org/2025.findings-emnlp.11/ 2025-11 168 181 LLMsPark: A Benchmark for Evaluating Large Language Models in Strategic Gaming Contexts Junhao Chen author Jingbo Sun author Xiang Li author Haidong Xin author Yuhao Xue author Yibin Xu author Hao Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-llmspark 10.18653/v1/2025.findings-emnlp.12 https://aclanthology.org/2025.findings-emnlp.12/ 2025-11 182 194 Versatile Framework for Song Generation with Prompt-based Control Yu Zhang author Wenxiang Guo author Changhao Pan author Zhiyuan Zhu author Ruiqi Li author Jingyu Lu author Rongjie Huang author Ruiyuan Zhang author Zhiqing Hong author Ziyue Jiang author Zhou Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-versatile 10.18653/v1/2025.findings-emnlp.13 https://aclanthology.org/2025.findings-emnlp.13/ 2025-11 195 219 InsBank: Evolving Instruction Subset for Ongoing Alignment Jiayi Shi author Yiwei Li author Shaoxiong Feng author Peiwen Yuan author Xinglin Wang author Yueqi Zhang author Chuyi Tan author Boyuan Pan author Huan Ren author Yao Hu author Kan Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shi-etal-2025-insbank 10.18653/v1/2025.findings-emnlp.14 https://aclanthology.org/2025.findings-emnlp.14/ 2025-11 220 238 TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use Junjie Ye author Yilong Wu author Sixian Li author Yuming Yang author Zhiheng Xi author Tao Gui author Qi Zhang author Xuanjing Huang author Peng Wang author Zhongchao Shi author Jianping Fan author Zhengyin Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-etal-2025-tl 10.18653/v1/2025.findings-emnlp.15 https://aclanthology.org/2025.findings-emnlp.15/ 2025-11 239 258 DCMKC: A Dual Consistency Matching Approach for Multi-hop Question Answering in LLMs Xinyi Wang author Yiping Song author Chang Liu author Tingjin Luo author Bo Liu author Zheng Xie author Minlie Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-dcmkc 10.18653/v1/2025.findings-emnlp.16 https://aclanthology.org/2025.findings-emnlp.16/ 2025-11 259 273 On Domain-Adaptive Post-Training for Multimodal Large Language Models Daixuan Cheng author Shaohan Huang author Ziyu Zhu author Xintong Zhang author Wayne Xin Zhao author Zhongzhi Luan author Bo Dai author Zhenliang Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheng-etal-2025-domain 10.18653/v1/2025.findings-emnlp.17 https://aclanthology.org/2025.findings-emnlp.17/ 2025-11 274 296 CPO: Addressing Reward Ambiguity in Role-playing Dialogue via Comparative Policy Optimization Jing Ye author Rui Wang author Yuchuan Wu author Victor Ma author Feiteng Fang author Fei Huang author Yongbin Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-etal-2025-cpo 10.18653/v1/2025.findings-emnlp.18 https://aclanthology.org/2025.findings-emnlp.18/ 2025-11 297 323 SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin Hao Yi author Qingyang Li author Yulan Hu author Fuzheng Zhang author Di Zhang author Yong Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yi-etal-2025-sppd 10.18653/v1/2025.findings-emnlp.19 https://aclanthology.org/2025.findings-emnlp.19/ 2025-11 324 337 Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework Zhangyue Yin author YuHong Sun author Xuanjing Huang author Xipeng Qiu author Hui Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yin-etal-2025-error 10.18653/v1/2025.findings-emnlp.20 https://aclanthology.org/2025.findings-emnlp.20/ 2025-11 338 365 sudoLLM: On Multi-role Alignment of Language Models Soumadeep Saha author Akshay Chaturvedi author Joy Mahapatra author Utpal Garain author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 saha-etal-2025-sudollm 10.18653/v1/2025.findings-emnlp.21 https://aclanthology.org/2025.findings-emnlp.21/ 2025-11 366 384 DAC: Decomposed Automation Correction for Text-to-SQL Dingzirui Wang author Longxu Dou author Xuanliang Zhang author Qingfu Zhu author Wanxiang Che author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-dac 10.18653/v1/2025.findings-emnlp.22 https://aclanthology.org/2025.findings-emnlp.22/ 2025-11 385 402 VehicleWorld: A Highly Integrated Multi-Device Environment for Intelligent Vehicle Interaction Jie Yang author Jiajun Chen author Zhangyue Yin author Shuo Chen author Yuxin Wang author Yiran Guo author Yuan Li author Yining Zheng author Xuanjing Huang author Xipeng Qiu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-vehicleworld 10.18653/v1/2025.findings-emnlp.23 https://aclanthology.org/2025.findings-emnlp.23/ 2025-11 403 442 End-to-End Optimization for Multimodal Retrieval-Augmented Generation via Reward Backpropagation Zhiyuan Fan author Longfei Yun author Ming Yan author Yumeng Wang author Dadi Guo author Brian Mak author James Kwok author Yi R Fung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fan-etal-2025-end 10.18653/v1/2025.findings-emnlp.24 https://aclanthology.org/2025.findings-emnlp.24/ 2025-11 443 466 Audio-Aware Large Language Models as Judges for Speaking Styles Cheng-Han Chiang author Xiaofei Wang author Chung-Ching Lin author Kevin Lin author Linjie Li author Radu Kopetz author Yao Qian author Zhendong Wang author Zhengyuan Yang author Hung-yi Lee author Lijuan Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chiang-etal-2025-audio 10.18653/v1/2025.findings-emnlp.25 https://aclanthology.org/2025.findings-emnlp.25/ 2025-11 467 480 Evaluation of Text-to-Image Generation from a Creativity Perspective Xinhao Wang author Xinyu Ma author ShengYong Ding author Derek F Wong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-evaluation 10.18653/v1/2025.findings-emnlp.26 https://aclanthology.org/2025.findings-emnlp.26/ 2025-11 481 493 Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research Xiang Liu author Penglei Sun author Shuyan Chen author Longhan Zhang author Peijie Dong author Huajie You author Yongqi Zhang author Chang Yan author Xiaowen Chu author Tong-yi Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-perovskite 10.18653/v1/2025.findings-emnlp.27 https://aclanthology.org/2025.findings-emnlp.27/ 2025-11 494 518 ProPy: Building Interactive Prompt Pyramids upon CLIP for Partially Relevant Video Retrieval Yi Pan author Yujia Zhang author Michael Kampffmeyer author Xiaoguang Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association 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Tokenization Yunyue Su author Zhang Jinshuai author Bowen Fang author Wen Ye author Jinghao Zhang author Bowen Song author Weiqiang Wang author Qiang Liu author Liang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 su-etal-2025-toolscaler 10.18653/v1/2025.findings-emnlp.30 https://aclanthology.org/2025.findings-emnlp.30/ 2025-11 556 578 LaMP-Val: Large Language Models Empower Personalized Valuation in Auction Jie Sun author Tianyu Zhang author Houcheng Jiang author Kexin Huang author Xiang Shu author Zhibo Zhu author Lintao Ma author Xingyu Lu author Jun Zhou author Junkang Wu author Chi Luo author An Zhang author Jiancan Wu author Xiang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sun-etal-2025-lamp 10.18653/v1/2025.findings-emnlp.31 https://aclanthology.org/2025.findings-emnlp.31/ 2025-11 579 595 Exploring Model Kinship for Merging Large Language Models Yedi Hu author Yunzhi Yao author Ningyu Zhang author Huajun Chen author Shumin Deng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.32 https://aclanthology.org/2025.findings-emnlp.32/ 2025-11 596 625 MULTITAT: Benchmarking Multilingual Table-and-Text Question Answering Xuanliang Zhang author Dingzirui Wang author Keyan Xu author Qingfu Zhu author Wanxiang Che author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-multitat 10.18653/v1/2025.findings-emnlp.33 https://aclanthology.org/2025.findings-emnlp.33/ 2025-11 626 647 LoRA-MGPO: Mitigating Double Descent in Low-Rank Adaptation via Momentum-Guided Perturbation Optimization Yupeng Chang author Chenlu Guo author Yi Chang author Yuan Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chang-etal-2025-lora 10.18653/v1/2025.findings-emnlp.34 https://aclanthology.org/2025.findings-emnlp.34/ 2025-11 648 659 R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning Jinda Liu author Yi Chang author Yuan Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-r 10.18653/v1/2025.findings-emnlp.35 https://aclanthology.org/2025.findings-emnlp.35/ 2025-11 660 674 RACQC: Advanced Retrieval-Augmented Generation for Chinese Query Correction Jinbo Su author Lingzhe Gao author Wei Li author Shihao Liu author Haojie Lei author Xinyi Wang author Yuanzhao Guo author Ke Wang author Daiting Shi author Dawei Yin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 su-etal-2025-racqc 10.18653/v1/2025.findings-emnlp.36 https://aclanthology.org/2025.findings-emnlp.36/ 2025-11 675 689 Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models Ercong Nie author Helmut Schmid author Hinrich Schuetze author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nie-etal-2025-mechanistic 10.18653/v1/2025.findings-emnlp.37 https://aclanthology.org/2025.findings-emnlp.37/ 2025-11 690 706 Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models Weiyi Wu author Xinwen Xu author Chongyang Gao author Xingjian Diao author Siting Li author Lucas A Salas author Jiang Gui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-assessing 10.18653/v1/2025.findings-emnlp.38 https://aclanthology.org/2025.findings-emnlp.38/ 2025-11 707 730 Improving LLM Reasoning through Interpretable Role-Playing Steering Anyi Wang author Dong Shu author Yifan Wang author Yunpu Ma author Mengnan Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-improving-llm 10.18653/v1/2025.findings-emnlp.39 https://aclanthology.org/2025.findings-emnlp.39/ 2025-11 731 751 R2A-TLS: Reflective Retrieval-Augmented Timeline Summarization with Causal-Semantic Integration Chenlong Bao author Shijie Li author Minghao Hu author Ming Qiao author Bin Zhang author Jin-Tao Tang author Shasha Li author Ting Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bao-etal-2025-r2a 10.18653/v1/2025.findings-emnlp.40 https://aclanthology.org/2025.findings-emnlp.40/ 2025-11 752 766 MedEBench: Diagnosing Reliability in Text-Guided Medical Image Editing Minghao Liu author Zhitao He author Zhiyuan Fan author Qingyun Wang author Yi R Fung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-medebench 10.18653/v1/2025.findings-emnlp.41 https://aclanthology.org/2025.findings-emnlp.41/ 2025-11 767 791 FairCoT: Enhancing Fairness in Text-to-Image Generation via Chain of Thought Reasoning with Multimodal Large Language Models Zahraa Al Sahili author Ioannis Patras author Matthew Purver author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 al-sahili-etal-2025-faircot 10.18653/v1/2025.findings-emnlp.42 https://aclanthology.org/2025.findings-emnlp.42/ 2025-11 792 816 Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety Mufan Qiu author Zheyu Shen author Pingzhi Li author Ang Li author Tianlong Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qiu-etal-2025-bag 10.18653/v1/2025.findings-emnlp.43 https://aclanthology.org/2025.findings-emnlp.43/ 2025-11 817 835 Don’t Take the Premise for Granted: Evaluating the Premise Critique Ability of Large Language Models Jinzhe Li author Gengxu Li author Yi Chang author Yuan Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-dont 10.18653/v1/2025.findings-emnlp.44 https://aclanthology.org/2025.findings-emnlp.44/ 2025-11 836 869 Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning Shengyuan Wang author Jie Feng author Tianhui Liu author Dan Pei author Yong Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-mitigating 10.18653/v1/2025.findings-emnlp.45 https://aclanthology.org/2025.findings-emnlp.45/ 2025-11 870 888 The Power of Framing: How News Headlines Guide Search Behavior Amrit Poudel author Maria Milkowski author Tim Weninger author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 poudel-etal-2025-power 10.18653/v1/2025.findings-emnlp.46 https://aclanthology.org/2025.findings-emnlp.46/ 2025-11 889 900 DivLogicEval: A Framework for Benchmarking Logical Reasoning Evaluation in Large Language Models Tsz Ting Chung author Lemao Liu author Mo Yu author Dit-Yan Yeung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chung-etal-2025-divlogiceval 10.18653/v1/2025.findings-emnlp.47 https://aclanthology.org/2025.findings-emnlp.47/ 2025-11 901 915 THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction Xin Zhang author Qiyu Wei author Yingjie Zhu author Fanyi Wu author Sophia Ananiadou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-thcm 10.18653/v1/2025.findings-emnlp.48 https://aclanthology.org/2025.findings-emnlp.48/ 2025-11 916 928 GenPilot: A Multi-Agent System for Test-Time Prompt Optimization in Image Generation Wen Ye author Zhaocheng Liu author Gui Yuwei author Tingyu Yuan author Yunyue Su author Bowen Fang author Chaoyang Zhao author Qiang Liu author Liang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-etal-2025-genpilot 10.18653/v1/2025.findings-emnlp.49 https://aclanthology.org/2025.findings-emnlp.49/ 2025-11 929 958 Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models Haibo Wang author Zhiyang Xu author Yu Cheng author Shizhe Diao author Yufan Zhou author Yixin Cao author Qifan Wang author Weifeng Ge author Lifu Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-grounded 10.18653/v1/2025.findings-emnlp.50 https://aclanthology.org/2025.findings-emnlp.50/ 2025-11 959 975 DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms Xiaojun Bi author Shuo Li author Junyao Xing author Ziyue Wang author Fuwen Luo author Weizheng Qiao author Lu Han author Ziwei Sun author Peng Li author Yang Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bi-etal-2025-dongbamie 10.18653/v1/2025.findings-emnlp.51 https://aclanthology.org/2025.findings-emnlp.51/ 2025-11 976 990 Optimizing Cross-Client Domain Coverage for Federated Instruction Tuning of Large Language Models Zezhou Wang author Yaxin Du author Xingjun Ma author Yu-Gang Jiang author Zhuzhong Qian author Siheng Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-optimizing 10.18653/v1/2025.findings-emnlp.52 https://aclanthology.org/2025.findings-emnlp.52/ 2025-11 991 1011 Aligning Black-Box LLMs for Aspect Sentiment Quad Prediction Shichen Li author Jiawei Zhang author Zhongqing Wang author Peifeng Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-aligning-black 10.18653/v1/2025.findings-emnlp.53 https://aclanthology.org/2025.findings-emnlp.53/ 2025-11 1012 1025 Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness Yusheng Zhao author Xiao Luo author Junyu Luo author Weizhi Zhang author Zhiping Xiao author Wei Ju author Philip S Yu author Ming Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-multifaceted 10.18653/v1/2025.findings-emnlp.54 https://aclanthology.org/2025.findings-emnlp.54/ 2025-11 1026 1041 Two Steps from Hell: Compositionality on Chemical LMs Veronika Ganeeva author Kuzma Khrabrov author Artur Kadurin author Elena Tutubalina author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ganeeva-etal-2025-two 10.18653/v1/2025.findings-emnlp.55 https://aclanthology.org/2025.findings-emnlp.55/ 2025-11 1042 1049 GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models Min Zeng author Jingfei Sun author Xueyou Luo author Shiqi Zhang author Li Xie author Caiquan Liu author Xiaoxin Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-gta 10.18653/v1/2025.findings-emnlp.56 https://aclanthology.org/2025.findings-emnlp.56/ 2025-11 1050 1060 Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning Zhaohui Yang author Yuxiao Ye author Shilei Jiang author Shihong Deng author Chen Hu author Linjing Li author Daxin Jiang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-unearthing 10.18653/v1/2025.findings-emnlp.57 https://aclanthology.org/2025.findings-emnlp.57/ 2025-11 1061 1075 LEAF: Large Language Diffusion Model for Time Series Forecasting Yuhang Pei author Tao Ren author Yifan Wang author Zhipeng Sun author Wei Ju author Chong Chen author Xian-Sheng Hua author Xiao Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pei-etal-2025-leaf 10.18653/v1/2025.findings-emnlp.58 https://aclanthology.org/2025.findings-emnlp.58/ 2025-11 1076 1091 SPFT-SQL: Enhancing Large Language Model for Text-to-SQL Parsing by Self-Play Fine-Tuning Yuhao Zhang author Shaoming Duan author Jinhang Su author Chuanyi Liu author Peiyi Han author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-spft 10.18653/v1/2025.findings-emnlp.59 https://aclanthology.org/2025.findings-emnlp.59/ 2025-11 1092 1110 Multilingual Verbalisation of Knowledge Graphs Yifei Song author William Soto Martinez author Anna Nikiforovskaya author Evan Parker Kelly Chapple author Claire Gardent author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-multilingual-verbalisation 10.18653/v1/2025.findings-emnlp.60 https://aclanthology.org/2025.findings-emnlp.60/ 2025-11 1111 1162 LAGCL4Rec: When LLMs Activate Interactions Potential in Graph Contrastive Learning for Recommendation Leqi Zheng author Chaokun Wang author Canzhi Chen author Jiajun Zhang author Cheng Wu author Zixin Song author Shannan Yan author Ziyang Liu author Hongwei Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-lagcl4rec 10.18653/v1/2025.findings-emnlp.61 https://aclanthology.org/2025.findings-emnlp.61/ 2025-11 1163 1184 English as Defense Proxy: Mitigating Multilingual Jailbreak via Eliciting English Safety Knowledge Zekai Zhang author Yiduo Guo author Jiuheng Lin author Shanghaoran Quan author Huishuai Zhang author Dongyan Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-english 10.18653/v1/2025.findings-emnlp.62 https://aclanthology.org/2025.findings-emnlp.62/ 2025-11 1185 1196 Dagger Behind Smile: Fool LLMs with a Happy Ending Story Xurui Song author Zhixin Xie author Shuo Huai author Jiayi Kong author Jun Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-dagger 10.18653/v1/2025.findings-emnlp.63 https://aclanthology.org/2025.findings-emnlp.63/ 2025-11 1197 1229 Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations Shuo Li author Jiajun Sun author Guodong Zheng author Xiaoran Fan author Yujiong Shen author Yi Lu author Zhiheng Xi author Yuming Yang author Wenming Tan author Tao Ji author Tao Gui author Qi Zhang author Xuanjing Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-mitigating-object 10.18653/v1/2025.findings-emnlp.64 https://aclanthology.org/2025.findings-emnlp.64/ 2025-11 1230 1247 Natural Context Drift Undermines the Natural Language Understanding of Large Language Models Yulong Wu author Viktor Schlegel author Riza Batista-Navarro author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-natural-context 10.18653/v1/2025.findings-emnlp.65 https://aclanthology.org/2025.findings-emnlp.65/ 2025-11 1248 1259 Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRA Patryk Marszałek author Klaudia Bałazy author Jacek Tabor author Tomasz Kuśmierczyk author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 marszalek-etal-2025-minimal 10.18653/v1/2025.findings-emnlp.66 https://aclanthology.org/2025.findings-emnlp.66/ 2025-11 1260 1271 Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation Jiahao Cheng author Tiancheng Su author Jia Yuan author Guoxiu He author Jiawei Liu author Xinqi Tao author Jingwen Xie author Huaxia Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheng-etal-2025-chain 10.18653/v1/2025.findings-emnlp.67 https://aclanthology.org/2025.findings-emnlp.67/ 2025-11 1272 1305 Large Language Model Evaluation via Matrix Nuclear-Norm Yahan Li author Tingyu Xia author Yuan Wu author Yi Chang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-large-language-model 10.18653/v1/2025.findings-emnlp.68 https://aclanthology.org/2025.findings-emnlp.68/ 2025-11 1306 1323 From Grounding to Manipulation: Case Studies of Foundation Model Integration in Embodied Robotic Systems Xiuchao Sui author Daiying Tian author Qi Sun author Ruirui Chen author Dongkyu Choi author Kenneth Kwok author Soujanya Poria author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sui-etal-2025-grounding 10.18653/v1/2025.findings-emnlp.69 https://aclanthology.org/2025.findings-emnlp.69/ 2025-11 1324 1340 Flexible Thinking for Multimodal Emotional Support Conversation via Reinforcement Learning Fanfan Wang author Xiangqing Shen author Jianfei Yu author Rui Xia author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-flexible 10.18653/v1/2025.findings-emnlp.70 https://aclanthology.org/2025.findings-emnlp.70/ 2025-11 1341 1356 ORAL: Prompting Your Large-Scale LoRAs via Conditional Recurrent Diffusion Rana Shahroz author Dongwen Tang author Pingzhi Li author Kai Wang author Tianlong Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shahroz-etal-2025-oral 10.18653/v1/2025.findings-emnlp.71 https://aclanthology.org/2025.findings-emnlp.71/ 2025-11 1357 1370 NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models Chenlu Guo author Yi Chang author Yuan Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-nlora https://aclanthology.org/2025.findings-emnlp.72/ 2025-11 1371 1385 Bhaasha, Bhāṣā, Zaban: A Survey for Low-Resourced Languages in South Asia – Current Stage and Challenges Sampoorna Poria author Xiaolei Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 poria-huang-2025-bhaasha 10.18653/v1/2025.findings-emnlp.73 https://aclanthology.org/2025.findings-emnlp.73/ 2025-11 1386 1406 DISCO Balances the Scales: Adaptive Domain- and Difficulty-Aware Reinforcement Learning on Imbalanced Data Yuhang Zhou author Jing Zhu author Shengyi Qian author Zhuokai Zhao author Xiyao Wang author Xiaoyu Liu author Ming Li author Paiheng Xu author Wei Ai author Furong Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-disco 10.18653/v1/2025.findings-emnlp.74 https://aclanthology.org/2025.findings-emnlp.74/ 2025-11 1407 1419 What Makes for Good Image Captions? Delong Chen author Samuel Cahyawijaya author Etsuko Ishii author Ho Shu Chan author Yejin Bang author Pascale Fung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-makes 10.18653/v1/2025.findings-emnlp.75 https://aclanthology.org/2025.findings-emnlp.75/ 2025-11 1420 1437 What’s Not Said Still Hurts: A Description-Based Evaluation Framework for Measuring Social Bias in LLMs Jinhao Pan author Chahat Raj author Ziyu Yao author Ziwei Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pan-etal-2025-whats 10.18653/v1/2025.findings-emnlp.76 https://aclanthology.org/2025.findings-emnlp.76/ 2025-11 1438 1459 Identifying Rare Languages in Common Crawl Data is a Needles-in-a-Haystack Problem Rasul Dent author Pedro Ortiz Suarez author Thibault Clérice author Benoît Sagot author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dent-etal-2025-identifying 10.18653/v1/2025.findings-emnlp.77 https://aclanthology.org/2025.findings-emnlp.77/ 2025-11 1460 1473 Training Language Models to Critique With Multi-agent Feedback Tian Lan author Wenwei Zhang author Chengqi Lyu author Shuaibin Li author Chen Xu author Heyan Huang author Dahua Lin author Xian-Ling Mao author Kai Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lan-etal-2025-training 10.18653/v1/2025.findings-emnlp.78 https://aclanthology.org/2025.findings-emnlp.78/ 2025-11 1474 1501 RELIC: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples Soumya Suvra Ghosal author Vaibhav Singh author Akash Ghosh author Soumyabrata Pal author Subhadip Baidya author Sriparna Saha author Dinesh Manocha author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ghosal-etal-2025-relic 10.18653/v1/2025.findings-emnlp.79 https://aclanthology.org/2025.findings-emnlp.79/ 2025-11 1502 1517 Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering Jihao Zhao author Chunlai Zhou author Daixuan Li author Shuaishuai Zu author Biao Qin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-invoke 10.18653/v1/2025.findings-emnlp.80 https://aclanthology.org/2025.findings-emnlp.80/ 2025-11 1518 1532 SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps Neha Srikanth author Victor Bursztyn author Puneet Mathur author Ani Nenkova author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 srikanth-etal-2025-sqlspace 10.18653/v1/2025.findings-emnlp.81 https://aclanthology.org/2025.findings-emnlp.81/ 2025-11 1533 1559 One More Modality: Does Abstract Meaning Representation Benefit Visual Question Answering? Abhidip Bhattacharyya author Emma Markle author Shira Wein author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bhattacharyya-etal-2025-one 10.18653/v1/2025.findings-emnlp.82 https://aclanthology.org/2025.findings-emnlp.82/ 2025-11 1560 1572 DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting Mingchen Li author Heng Fan author Song Fu author Junhua Ding author Yunhe Feng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-dp 10.18653/v1/2025.findings-emnlp.83 https://aclanthology.org/2025.findings-emnlp.83/ 2025-11 1573 1585 Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning Kepu Zhang author Guofu Xie author Weijie Yu author Mingyue Xu author Xu Tang author Yaxin Li author Jun Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-legal 10.18653/v1/2025.findings-emnlp.84 https://aclanthology.org/2025.findings-emnlp.84/ 2025-11 1586 1598 ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges Cheng Qian author Hongyi Du author Hongru Wang author Xiusi Chen author Yuji Zhang author Avirup Sil author ChengXiang Zhai author Kathleen McKeown author Heng Ji author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qian-etal-2025-modelingagent 10.18653/v1/2025.findings-emnlp.85 https://aclanthology.org/2025.findings-emnlp.85/ 2025-11 1599 1633 Beyond Coarse Labels: Fine-Grained Problem Augmentation and Multi-Dimensional Feedback for Emotional Support Conversation Yuanchen Shi author Jiawang Hao author Fang Kong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shi-etal-2025-beyond 10.18653/v1/2025.findings-emnlp.86 https://aclanthology.org/2025.findings-emnlp.86/ 2025-11 1634 1647 FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making Jiaxiang Chen author Mingxi Zou author Zhuo Wang author Qifan Wang author Danny Dongning Sun author Zhang Chi author Zenglin Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-finhear 10.18653/v1/2025.findings-emnlp.87 https://aclanthology.org/2025.findings-emnlp.87/ 2025-11 1648 1672 EvolKV: Evolutionary KV Cache Compression for LLM Inference Bohan Yu author Yekun Chai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-chai-2025-evolkv 10.18653/v1/2025.findings-emnlp.88 https://aclanthology.org/2025.findings-emnlp.88/ 2025-11 1673 1689 A Survey on Sparse Autoencoders: Interpreting the Internal Mechanisms of Large Language Models Dong Shu author Xuansheng Wu author Haiyan Zhao author Daking Rai author Ziyu Yao author Ninghao Liu author Mengnan Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shu-etal-2025-survey 10.18653/v1/2025.findings-emnlp.89 https://aclanthology.org/2025.findings-emnlp.89/ 2025-11 1690 1712 Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability Dong Shu author Haiyan Zhao author Jingyu Hu author Weiru Liu author Ali Payani author Lu Cheng author Mengnan Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shu-etal-2025-large 10.18653/v1/2025.findings-emnlp.90 https://aclanthology.org/2025.findings-emnlp.90/ 2025-11 1713 1735 Attention Consistency for LLMs Explanation Tian Lan author Jinyuan Xu author Xue He author Jenq-Neng Hwang author Lei Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lan-etal-2025-attention 10.18653/v1/2025.findings-emnlp.91 https://aclanthology.org/2025.findings-emnlp.91/ 2025-11 1736 1750 Confusion is the Final Barrier: Rethinking Jailbreak Evaluation and Investigating the Real Misuse Threat of LLMs Yu Yan author Sheng Sun author Zhe Wang author Yijun Lin author Zenghao Duan author Zhifei Zheng author Min Liu author Zhiyi Yin author Jianping Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yan-etal-2025-confusion 10.18653/v1/2025.findings-emnlp.92 https://aclanthology.org/2025.findings-emnlp.92/ 2025-11 1751 1767 CCL-XCoT: An Efficient Cross-Lingual Knowledge Transfer Method for Mitigating Hallucination Generation Zheng Weihua author Roy Ka-Wei Lee author Zhengyuan Liu author Wu Kui author AiTi Aw author Bowei Zou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 weihua-etal-2025-ccl 10.18653/v1/2025.findings-emnlp.93 https://aclanthology.org/2025.findings-emnlp.93/ 2025-11 1768 1788 Evaluating Step-by-step Reasoning Traces: A Survey Jinu Lee author Julia Hockenmaier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-hockenmaier-2025-evaluating 10.18653/v1/2025.findings-emnlp.94 https://aclanthology.org/2025.findings-emnlp.94/ 2025-11 1789 1814 Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning Kepu Zhang author Haoyue Yang author Xu Tang author Weijie Yu author Jun Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-beyond-guilt 10.18653/v1/2025.findings-emnlp.95 https://aclanthology.org/2025.findings-emnlp.95/ 2025-11 1815 1826 Not Every Token Needs Forgetting: Selective Unlearning Balancing Forgetting and Utility in Large Language Models Yixin Wan author Anil Ramakrishna author Kai-Wei Chang author Volkan Cevher author Rahul Gupta author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wan-etal-2025-every 10.18653/v1/2025.findings-emnlp.96 https://aclanthology.org/2025.findings-emnlp.96/ 2025-11 1827 1835 DisastIR: A Comprehensive Information Retrieval Benchmark for Disaster Management Kai Yin author Xiangjue Dong author Chengkai Liu author Lipai Huang author Yiming Xiao author Zhewei Liu author Ali Mostafavi author James Caverlee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yin-etal-2025-disastir 10.18653/v1/2025.findings-emnlp.97 https://aclanthology.org/2025.findings-emnlp.97/ 2025-11 1836 1867 Data or Language Supervision: What Makes CLIP Better than DINO? Yiming Liu author Yuhui Zhang author Dhruba Ghosh author Ludwig Schmidt author Serena Yeung-Levy author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-data-language 10.18653/v1/2025.findings-emnlp.98 https://aclanthology.org/2025.findings-emnlp.98/ 2025-11 1868 1874 Do LLMs Understand Wine Descriptors Across Cultures? A Benchmark for Cultural Adaptations of Wine Reviews Chenye Zou author Xingyue Wen author Tianyi Hu author Qian Janice Wang author Daniel Hershcovich author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zou-etal-2025-llms 10.18653/v1/2025.findings-emnlp.99 https://aclanthology.org/2025.findings-emnlp.99/ 2025-11 1875 1894 DeFT-X: Denoised Sparse Fine-Tuning for Zero-Shot Cross-Lingual Transfer Sona Elza Simon author Preethi Jyothi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 simon-jyothi-2025-deft 10.18653/v1/2025.findings-emnlp.100 https://aclanthology.org/2025.findings-emnlp.100/ 2025-11 1895 1909 Memory-enhanced Large Language Model for Cross-lingual Dependency Parsing via Deep Hierarchical Syntax Understanding Jianjian Liu author Ying Li author Zhengtao Yu author Shun Su author Shengxiang Gao author Yuxin Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-memory 10.18653/v1/2025.findings-emnlp.101 https://aclanthology.org/2025.findings-emnlp.101/ 2025-11 1910 1923 Developing and Utilizing a Large-Scale Cantonese Dataset for Multi-Tasking in Large Language Models Jiyue Jiang author Alfred Kar Yin Truong author Yanyu Chen author Qinghang Bao author Sheng Wang author Pengan Chen author Jiuming Wang author Lingpeng Kong author Yu Li author Chuan Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiang-etal-2025-developing 10.18653/v1/2025.findings-emnlp.102 https://aclanthology.org/2025.findings-emnlp.102/ 2025-11 1924 1944 A Structured Framework for Evaluating and Enhancing Interpretive Capabilities of Multimodal LLMs in Culturally Situated Tasks Haorui Yu author Ramon Ruiz-Dolz author Qiufeng Yi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-structured 10.18653/v1/2025.findings-emnlp.103 https://aclanthology.org/2025.findings-emnlp.103/ 2025-11 1945 1971 Train a Unified Multimodal Data Quality Classifier with Synthetic Data Weizhi Wang author Rongmei Lin author Shiyang Li author Colin Lockard author Ritesh Sarkhel author Sanket Lokegaonkar author Jingbo Shang author Xifeng Yan author Nasser Zalmout author Xian Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-train 10.18653/v1/2025.findings-emnlp.104 https://aclanthology.org/2025.findings-emnlp.104/ 2025-11 1972 1986 Self-Improvement in Multimodal Large Language Models: A Survey Shijian Deng author Kai Wang author Tianyu Yang author Harsh Singh author Yapeng Tian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 deng-etal-2025-self 10.18653/v1/2025.findings-emnlp.105 https://aclanthology.org/2025.findings-emnlp.105/ 2025-11 1987 2006 Towards Achieving Concept Completeness for Textual Concept Bottleneck Models Milan Bhan author Yann Choho author Jean-Noël Vittaut author Nicolas Chesneau author Pierre Moreau author Marie-Jeanne Lesot author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bhan-etal-2025-towards 10.18653/v1/2025.findings-emnlp.106 https://aclanthology.org/2025.findings-emnlp.106/ 2025-11 2007 2024 EmoBench-UA: A Benchmark Dataset for Emotion Detection in Ukrainian Daryna Dementieva author Nikolay Babakov author Alexander Fraser author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dementieva-etal-2025-emobench 10.18653/v1/2025.findings-emnlp.107 https://aclanthology.org/2025.findings-emnlp.107/ 2025-11 2025 2048 Scientific Paper Retrieval with LLM-Guided Semantic-Based Ranking Yunyi Zhang author Ruozhen Yang author Siqi Jiao author SeongKu Kang author Jiawei Han author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-scientific 10.18653/v1/2025.findings-emnlp.108 https://aclanthology.org/2025.findings-emnlp.108/ 2025-11 2049 2060 DLIR: Spherical Adaptation for Cross-Lingual Knowledge Transfer of Sociological Concepts Alignment Zeqiang Wang author Jon Johnson author Suparna De author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-dlir 10.18653/v1/2025.findings-emnlp.109 https://aclanthology.org/2025.findings-emnlp.109/ 2025-11 2061 2075 Test-Time Steering for Lossless Text Compression via Weighted Product of Experts Qihang Zhang author Muchen Li author Ziao Wang author Renjie Liao author Lele Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-test 10.18653/v1/2025.findings-emnlp.110 https://aclanthology.org/2025.findings-emnlp.110/ 2025-11 2076 2088 Zero-Shot Contextual Embeddings via Offline Synthetic Corpus Generation Philip Lippmann author Jie Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lippmann-yang-2025-zero 10.18653/v1/2025.findings-emnlp.111 https://aclanthology.org/2025.findings-emnlp.111/ 2025-11 2089 2104 The Hallucination Tax of Reinforcement Finetuning Linxin Song author Taiwei Shi author Jieyu Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-hallucination 10.18653/v1/2025.findings-emnlp.112 https://aclanthology.org/2025.findings-emnlp.112/ 2025-11 2105 2120 Tracing Multilingual Factual Knowledge Acquisition in Pretraining Yihong Liu author Mingyang Wang author Amir Hossein Kargaran author Felicia Körner author Ercong Nie author Barbara Plank author François Yvon author Hinrich Schuetze author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-tracing 10.18653/v1/2025.findings-emnlp.113 https://aclanthology.org/2025.findings-emnlp.113/ 2025-11 2121 2146 Exploring the Vulnerability of the Content Moderation Guardrail in Large Language Models via Intent Manipulation Jun Zhuang author Haibo Jin author Ye Zhang author Zhengjian Kang author Wenbin Zhang author Gaby G Dagher author Haohan Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhuang-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.114 https://aclanthology.org/2025.findings-emnlp.114/ 2025-11 2147 2160 Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examples Andrianos Michail author Simon Clematide author Rico Sennrich author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 michail-etal-2025-examining 10.18653/v1/2025.findings-emnlp.115 https://aclanthology.org/2025.findings-emnlp.115/ 2025-11 2161 2170 EmoGist: Efficient In-Context Learning for Visual Emotion Understanding Ronald Seoh author Dan Goldwasser author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 seoh-goldwasser-2025-emogist 10.18653/v1/2025.findings-emnlp.116 https://aclanthology.org/2025.findings-emnlp.116/ 2025-11 2171 2182 Soft Token Attacks Cannot Reliably Audit Unlearning in Large Language Models Haokun Chen author Sebastian Szyller author Weilin Xu author Nageen Himayat author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-soft 10.18653/v1/2025.findings-emnlp.117 https://aclanthology.org/2025.findings-emnlp.117/ 2025-11 2183 2192 Bridging the Editing Gap in LLMs: FineEdit for Precise and Targeted Text Modifications Yiming Zeng author Wanhao Yu author Zexin Li author Tao Ren author Yu Ma author Jinghan Cao author Xiyan Chen author Tingting Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-bridging 10.18653/v1/2025.findings-emnlp.118 https://aclanthology.org/2025.findings-emnlp.118/ 2025-11 2193 2206 LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience Yaochen Zhu author Harald Steck author Dawen Liang author Yinhan He author Nathan Kallus author Jundong Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-llm-based 10.18653/v1/2025.findings-emnlp.119 https://aclanthology.org/2025.findings-emnlp.119/ 2025-11 2207 2220 Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference Hao Mark Chen author Wayne Luk author Yiu Ka Fai Cedric author Rui Li author Konstantin Mishchenko author Stylianos Venieris author Hongxiang Fan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-hardware 10.18653/v1/2025.findings-emnlp.120 https://aclanthology.org/2025.findings-emnlp.120/ 2025-11 2221 2238 Measuring Sycophancy of Language Models in Multi-turn Dialogues Jiseung Hong author Grace Byun author Seungone Kim author Kai Shu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hong-etal-2025-measuring 10.18653/v1/2025.findings-emnlp.121 https://aclanthology.org/2025.findings-emnlp.121/ 2025-11 2239 2259 On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions Weiqi Wang author Tianqing Fang author Haochen Shi author Baixuan Xu author Wenxuan Ding author Liyu Zhang author Wei Fan author Jiaxin Bai author Haoran Li author Xin Liu author Yangqiu Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-role 10.18653/v1/2025.findings-emnlp.122 https://aclanthology.org/2025.findings-emnlp.122/ 2025-11 2260 2281 Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent Junda Wu author Yuxin Xiong author Xintong Li author Yu Xia author Ruoyu Wang author Yu Wang author Tong Yu author Sungchul Kim author Ryan A Rossi author Lina Yao author Jingbo Shang author Julian McAuley author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-mitigating-visual 10.18653/v1/2025.findings-emnlp.123 https://aclanthology.org/2025.findings-emnlp.123/ 2025-11 2282 2295 PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology Yating Huang author Ziyan Huang author Lintao Xiang author Qijun Yang author Hujun Yin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-pathohr 10.18653/v1/2025.findings-emnlp.124 https://aclanthology.org/2025.findings-emnlp.124/ 2025-11 2296 2311 “What’s Up, Doc?”: Analyzing How Users Seek Health Information in Large-Scale Conversational AI Datasets Akshay Paruchuri author Maryam Aziz author Rohit Vartak author Ayman Ali author Best Uchehara author Xin Liu author Ishan Chatterjee author Monica Agrawal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 paruchuri-etal-2025-whats 10.18653/v1/2025.findings-emnlp.125 https://aclanthology.org/2025.findings-emnlp.125/ 2025-11 2312 2336 Dynamic Evaluation for Oversensitivity in LLMs Sophia Xiao Pu author Sitao Cheng author Xin Eric Wang author William Yang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pu-etal-2025-dynamic 10.18653/v1/2025.findings-emnlp.126 https://aclanthology.org/2025.findings-emnlp.126/ 2025-11 2337 2344 Self-Correcting Code Generation Using Small Language Models Jeonghun Cho author Deokhyung Kang author Hyounghun Kim author Gary Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cho-etal-2025-self 10.18653/v1/2025.findings-emnlp.127 https://aclanthology.org/2025.findings-emnlp.127/ 2025-11 2345 2368 A Unified Framework for N-ary Property Information Extraction in Materials Science Van-Thuy Phi author Yuji Matsumoto author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 phi-matsumoto-2025-unified 10.18653/v1/2025.findings-emnlp.128 https://aclanthology.org/2025.findings-emnlp.128/ 2025-11 2369 2388 A Benchmark for Translations Across Styles and Language Variants Xin Tan author Bowei Zou author AiTi Aw author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tan-etal-2025-benchmark 10.18653/v1/2025.findings-emnlp.129 https://aclanthology.org/2025.findings-emnlp.129/ 2025-11 2389 2402 ManuSearch: Democratizing Deep Search in Large Language Models with a Transparent and Open Multi-Agent Framework Lisheng Huang author Yichen Liu author Jinhao Jiang author Rongxiang Zhang author Jiahao Yan author Junyi Li author Wayne Xin Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-manusearch 10.18653/v1/2025.findings-emnlp.130 https://aclanthology.org/2025.findings-emnlp.130/ 2025-11 2403 2417 Proactive User Information Acquisition via Chats on User-Favored Topics Shiki Sato author Jun Baba author Asahi Hentona author Shinji Iwata author Akifumi Yoshimoto author Koichiro Yoshino author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sato-etal-2025-proactive 10.18653/v1/2025.findings-emnlp.131 https://aclanthology.org/2025.findings-emnlp.131/ 2025-11 2418 2443 Evaluating Text Generation Quality Using Spectral Distances of Surprisal Zhichen Liu author Yongyuan Li author Yang Xu author Yu Wang author Yingfang Yuan author Zuhao Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-evaluating-text 10.18653/v1/2025.findings-emnlp.132 https://aclanthology.org/2025.findings-emnlp.132/ 2025-11 2444 2463 NLP-ADBench: NLP Anomaly Detection Benchmark Yuangang Li author Jiaqi Li author Zhuo Xiao author Tiankai Yang author Yi Nian author Xiyang Hu author Yue Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-nlp 10.18653/v1/2025.findings-emnlp.133 https://aclanthology.org/2025.findings-emnlp.133/ 2025-11 2464 2474 Toward Inclusive Language Models: Sparsity-Driven Calibration for Systematic and Interpretable Mitigation of Social Biases in LLMs Prommy Sultana Hossain author Chahat Raj author Ziwei Zhu author Jessica Lin author Emanuela Marasco author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hossain-etal-2025-toward 10.18653/v1/2025.findings-emnlp.134 https://aclanthology.org/2025.findings-emnlp.134/ 2025-11 2475 2508 Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers Xanh Ho author Sunisth Kumar author Yun-Ang Wu author Florian Boudin author Atsuhiro Takasu author Akiko Aizawa author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ho-etal-2025-table 10.18653/v1/2025.findings-emnlp.135 https://aclanthology.org/2025.findings-emnlp.135/ 2025-11 2509 2517 DCRM: A Heuristic to Measure Response Pair Quality in Preference Optimization Chengyu Huang author Tanya Goyal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-goyal-2025-dcrm 10.18653/v1/2025.findings-emnlp.136 https://aclanthology.org/2025.findings-emnlp.136/ 2025-11 2518 2537 Advancing Reasoning with Off-the-Shelf LLMs: A Semantic Structure Perspective Pengfei He author Zitao Li author Yue Xing author Yaliang Li author Jiliang Tang author Bolin Ding author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-advancing 10.18653/v1/2025.findings-emnlp.137 https://aclanthology.org/2025.findings-emnlp.137/ 2025-11 2538 2566 LLM-based Open Domain Planning by Leveraging Entity-Attribute-Level Domain Models Dongning Rao author Songlin He author Zhihua Jiang author Ruishi Liang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rao-etal-2025-llm 10.18653/v1/2025.findings-emnlp.138 https://aclanthology.org/2025.findings-emnlp.138/ 2025-11 2567 2588 DICP: Deep In-Context Prompt for Event Causality Identification Lin Mu author Jun Shen author Li Ni author Lei Sang author Zhize Wu author Peiquan Jin author Yiwen Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mu-etal-2025-dicp 10.18653/v1/2025.findings-emnlp.139 https://aclanthology.org/2025.findings-emnlp.139/ 2025-11 2589 2599 Seeing is Believing: Emotion-Aware Audio-Visual Language Modeling for Expressive Speech Generation Weiting Tan author Jiachen Lian author Hirofumi Inaguma author Paden Tomasello author Philipp Koehn author Xutai Ma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tan-etal-2025-seeing 10.18653/v1/2025.findings-emnlp.140 https://aclanthology.org/2025.findings-emnlp.140/ 2025-11 2600 2617 GRV-KBQA: A Three-Stage Framework for Knowledge Base Question Answering with Decoupled Logical Structure, Semantic Grounding and Structure-Aware Validation Yuhang Tian author Pan Yang author Dandan Song author Zhijing Wu author Hao Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tian-etal-2025-grv 10.18653/v1/2025.findings-emnlp.141 https://aclanthology.org/2025.findings-emnlp.141/ 2025-11 2618 2632 Improving Prompt Generalization for Cross-prompt Essay Trait Scoring from the Scoring-invariance Perspective Jiong Wang author Shengquan Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-yu-2025-improving 10.18653/v1/2025.findings-emnlp.142 https://aclanthology.org/2025.findings-emnlp.142/ 2025-11 2633 2646 When Format Changes Meaning: Investigating Semantic Inconsistency of Large Language Models Cheongwoong Kang author Jongeun Baek author Yeonjea Kim author Jaesik Choi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kang-etal-2025-format 10.18653/v1/2025.findings-emnlp.143 https://aclanthology.org/2025.findings-emnlp.143/ 2025-11 2647 2667 ASTPrompter: Preference-Aligned Automated Language Model Red-Teaming to Generate Low-Perplexity Unsafe Prompts Amelia Hardy author Houjun Liu author Allie Griffith author Bernard Lange author Duncan Eddy author Mykel Kochenderfer author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hardy-etal-2025-astprompter 10.18653/v1/2025.findings-emnlp.144 https://aclanthology.org/2025.findings-emnlp.144/ 2025-11 2668 2683 How Do Large Language Models Perform on PDE Discovery: A Coarse-to-fine Perspective Xiao Luo author Changhu Wang author Yizhou Sun author Wei Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-large-language 10.18653/v1/2025.findings-emnlp.145 https://aclanthology.org/2025.findings-emnlp.145/ 2025-11 2684 2697 Rethinking Data Selection at Scale: Random Selection is Almost All You Need Tingyu Xia author Bowen Yu author Kai Dang author An Yang author Yuan Wu author Yuan Tian author Yi Chang author Junyang Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xia-etal-2025-rethinking 10.18653/v1/2025.findings-emnlp.146 https://aclanthology.org/2025.findings-emnlp.146/ 2025-11 2698 2711 PromptKeeper: Safeguarding System Prompts for LLMs Zhifeng Jiang author Zhihua Jin author Guoliang He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiang-etal-2025-promptkeeper 10.18653/v1/2025.findings-emnlp.147 https://aclanthology.org/2025.findings-emnlp.147/ 2025-11 2712 2728 Automating eHMI Action Design with LLMs for Automated Vehicle Communication Ding Xia author Xinyue Gui author Fan Gao author Dongyuan Li author Mark Colley author Takeo Igarashi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xia-etal-2025-automating 10.18653/v1/2025.findings-emnlp.148 https://aclanthology.org/2025.findings-emnlp.148/ 2025-11 2729 2752 A Dynamic Fusion Model for Consistent Crisis Response Xiaoying Song author Anirban Saha Anik author Eduardo Blanco author Vanessa Frias-Martinez author Lingzi Hong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-dynamic 10.18653/v1/2025.findings-emnlp.149 https://aclanthology.org/2025.findings-emnlp.149/ 2025-11 2753 2768 UIOrchestra: Generating High-Fidelity Code from UI Designs with a Multi-agent System Chuhuai Yue author Jiajun Chai author Yufei Zhang author Zixiang Ding author Xihao Liang author Peixin Wang author Shihai Chen author Wang Yixuan author Wangyanping author Guojun Yin author Wei Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yue-etal-2025-uiorchestra 10.18653/v1/2025.findings-emnlp.150 https://aclanthology.org/2025.findings-emnlp.150/ 2025-11 2769 2782 CrossQG: Improving Difficulty-Controllable Question Generation through Consistency Enhancement Kunze Li author Yu Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-zhang-2025-crossqg 10.18653/v1/2025.findings-emnlp.151 https://aclanthology.org/2025.findings-emnlp.151/ 2025-11 2783 2798 Progressive Facial Granularity Aggregation with Bilateral Attribute-based Enhancement for Face-to-Speech Synthesis Yejin Jeon author Youngjae Kim author Jihyun Lee author Hyounghun Kim author Gary Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jeon-etal-2025-progressive 10.18653/v1/2025.findings-emnlp.152 https://aclanthology.org/2025.findings-emnlp.152/ 2025-11 2799 2811 Speaking at the Right Level: Literacy-Controlled Counterspeech Generation with RAG-RL Xiaoying Song author Anirban Saha Anik author Dibakar Barua author Pengcheng Luo author Junhua Ding author Lingzi Hong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-speaking 10.18653/v1/2025.findings-emnlp.153 https://aclanthology.org/2025.findings-emnlp.153/ 2025-11 2812 2830 FNSCC: Fuzzy Neighborhood-Aware Self-Supervised Contrastive Clustering for Short Text Zijian Zheng author Yonghe Lu author Jian Yin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-fnscc 10.18653/v1/2025.findings-emnlp.154 https://aclanthology.org/2025.findings-emnlp.154/ 2025-11 2831 2846 AuraDial: A Large-Scale Human-Centric Dialogue Dataset for Chinese AI Psychological Counseling Xiantao Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-2025-auradial 10.18653/v1/2025.findings-emnlp.155 https://aclanthology.org/2025.findings-emnlp.155/ 2025-11 2847 2863 TS-SQL: Test-driven Self-refinement for Text-to-SQL Wenbo Xu author Haifeng Zhu author Liang Yan author Chuanyi Liu author Peiyi Han author Shaoming Duan author Jeff Z Pan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-ts 10.18653/v1/2025.findings-emnlp.156 https://aclanthology.org/2025.findings-emnlp.156/ 2025-11 2864 2889 DemonAgent: Dynamically Encrypted Multi-Backdoor Implantation Attack on LLM-based Agent Pengyu Zhu author Zhenhong Zhou author Yuanhe Zhang author Shilinlu Yan author Kun Wang author Sen Su author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-demonagent 10.18653/v1/2025.findings-emnlp.157 https://aclanthology.org/2025.findings-emnlp.157/ 2025-11 2890 2912 MotivGraph-SoIQ: Integrating Motivational Knowledge Graphs and Socratic Dialogue for Enhanced LLM Ideation Xinping Lei author Tong Zhou author Yubo Chen author Kang Liu author Jun Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lei-etal-2025-motivgraph 10.18653/v1/2025.findings-emnlp.158 https://aclanthology.org/2025.findings-emnlp.158/ 2025-11 2913 2933 ExpertGenQA: Open-ended QA generation in Specialized Domains Haz Sameen Shahgir author Chansong Lim author Jia Chen author Evangelos E Papalexakis author Yue Dong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shahgir-etal-2025-expertgenqa 10.18653/v1/2025.findings-emnlp.159 https://aclanthology.org/2025.findings-emnlp.159/ 2025-11 2934 2955 VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation Yuansheng Ni author Ping Nie author Kai Zou author Xiang Yue author Wenhu Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ni-etal-2025-viscoder 10.18653/v1/2025.findings-emnlp.160 https://aclanthology.org/2025.findings-emnlp.160/ 2025-11 2956 2983 Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment Jiahuan Pei author Fanghua Ye author Xin Sun author Wentao Deng author Koen Hindriks author Junxiao Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pei-etal-2025-conversational 10.18653/v1/2025.findings-emnlp.161 https://aclanthology.org/2025.findings-emnlp.161/ 2025-11 2984 2997 Visual Program Distillation with Template-Based Augmentation Michal Shlapentokh-Rothman author Yu-Xiong Wang author Derek Hoiem author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shlapentokh-rothman-etal-2025-visual 10.18653/v1/2025.findings-emnlp.162 https://aclanthology.org/2025.findings-emnlp.162/ 2025-11 2998 3018 NeighXLM: Enhancing Cross-Lingual Transfer in Low-Resource Languages via Neighbor-Augmented Contrastive Pretraining Sicheng Wang author Wenyi Wu author Zibo Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-neighxlm 10.18653/v1/2025.findings-emnlp.163 https://aclanthology.org/2025.findings-emnlp.163/ 2025-11 3019 3030 ICLER: Intent CLassification with Enhanced Reasoning Dezheng Gao author Dong Xiaozheng author SHuangtao Yang author Bo Fu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gao-etal-2025-icler 10.18653/v1/2025.findings-emnlp.164 https://aclanthology.org/2025.findings-emnlp.164/ 2025-11 3031 3044 PreGenie: An Agentic Framework for High-quality Visual Presentation Generation Xiaojie Xu author Xinli Xu author Sirui Chen author Haoyu Chen author Fan Zhang author Ying-Cong Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-pregenie 10.18653/v1/2025.findings-emnlp.165 https://aclanthology.org/2025.findings-emnlp.165/ 2025-11 3045 3063 RIVAL: Reinforcement Learning with Iterative and Adversarial Optimization for Machine Translation Tianjiao Li author Mengran Yu author Chenyu Shi author Yanjun Zhao author Xiaojing Liu author Qi Zhang author Xuanjing Huang author Qiang Zhang author Jiayin Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-rival 10.18653/v1/2025.findings-emnlp.166 https://aclanthology.org/2025.findings-emnlp.166/ 2025-11 3064 3079 MRAG: A Modular Retrieval Framework for Time-Sensitive Question Answering Siyue Zhang author Yuxiang Xue author Yiming Zhang author Xiaobao Wu author Anh Tuan Luu author Chen Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-mrag 10.18653/v1/2025.findings-emnlp.167 https://aclanthology.org/2025.findings-emnlp.167/ 2025-11 3080 3118 CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li author Peng Fang author Zhan Shi author Arijit Khan author Fang Wang author Weihao Wang author Zhangxin-hw author Cui Yongjian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-cot 10.18653/v1/2025.findings-emnlp.168 https://aclanthology.org/2025.findings-emnlp.168/ 2025-11 3119 3171 TabDSR: Decompose, Sanitize, and Reason for Complex Numerical Reasoning in Tabular Data Changjiang Jiang author Fengchang Yu author Haihua Chen author Wei Lu author Jin Zeng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiang-etal-2025-tabdsr 10.18653/v1/2025.findings-emnlp.169 https://aclanthology.org/2025.findings-emnlp.169/ 2025-11 3172 3196 Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision Dawei Zhu author Xiyu Wei author Guangxiang Zhao author Wenhao Wu author Haosheng Zou author Junfeng Ran author XWang author Lin Sun author Xiangzheng Zhang author Sujian Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-chain 10.18653/v1/2025.findings-emnlp.170 https://aclanthology.org/2025.findings-emnlp.170/ 2025-11 3197 3211 Multimodal Document-level Triple Extraction via Dynamic Graph Enhancement and Relation-Aware Reflection Xiang Li author Runhai Jiao author Zhou Changyu author Shoupeng Qiao author Ruojiao Qiao author Ruifan Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-multimodal-document 10.18653/v1/2025.findings-emnlp.171 https://aclanthology.org/2025.findings-emnlp.171/ 2025-11 3212 3223 Distill Visual Chart Reasoning Ability from LLMs to MLLMs Wei He author Zhiheng Xi author Wanxu Zhao author Xiaoran Fan author Yiwen Ding author Zifei Shan author Tao Gui author Qi Zhang author Xuanjing Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-distill 10.18653/v1/2025.findings-emnlp.172 https://aclanthology.org/2025.findings-emnlp.172/ 2025-11 3224 3250 FlowMalTrans: Unsupervised Binary Code Translation for Malware Detection Using Flow-Adapter Architecture Minghao Hu author Junzhe Wang author Weisen Zhao author Qiang Zeng author Lannan Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-flowmaltrans 10.18653/v1/2025.findings-emnlp.173 https://aclanthology.org/2025.findings-emnlp.173/ 2025-11 3251 3272 AdaTP: Attention-Debiased Token Pruning for Video Large Language Models Fengyuan Sun author Leqi Shen author Hui Chen author Sicheng Zhao author Jungong Han author Guiguang Ding author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sun-etal-2025-adatp 10.18653/v1/2025.findings-emnlp.174 https://aclanthology.org/2025.findings-emnlp.174/ 2025-11 3273 3286 AdaptFlow: Adaptive Workflow Optimization via Meta-Learning Runchuan Zhu author Bowen Jiang author Lingrui Mei author Fangkai Yang author Lu Wang author Haoxiang Gao author Fengshuo Bai author Pu Zhao author Qingwei Lin author Saravan Rajmohan author Dongmei Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-adaptflow 10.18653/v1/2025.findings-emnlp.175 https://aclanthology.org/2025.findings-emnlp.175/ 2025-11 3287 3302 LMUNIT: Fine-grained Evaluation with Natural Language Unit Tests Jon Saad-Falcon author Rajan Pathe Vivek author William Berrios author Nandita Shankar Naik author Matija Franklin author Bertie Vidgen author Amanpreet Singh author Douwe Kiela author Shikib Mehri author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 saad-falcon-etal-2025-lmunit 10.18653/v1/2025.findings-emnlp.176 https://aclanthology.org/2025.findings-emnlp.176/ 2025-11 3303 3324 ThinkAnswer Loss: Balancing Semantic Similarity and Exact Matching for LLM Reasoning Enhancement Shan Yang author Kun Wu author Zeju Li author Linlin Zhang author Xiangyu Pei author Leike An author Yu Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-thinkanswer 10.18653/v1/2025.findings-emnlp.177 https://aclanthology.org/2025.findings-emnlp.177/ 2025-11 3325 3347 Detecting Stealthy Backdoor Samples based on Intra-class Distance for Large Language Models Jinwen Chen author Hainan Zhang author Fei Sun author Qinnan Zhang author Sijia Wen author Ziwei Wang author Zhiming Zheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-detecting-stealthy 10.18653/v1/2025.findings-emnlp.178 https://aclanthology.org/2025.findings-emnlp.178/ 2025-11 3348 3365 Rust-doctor: Enhanced Feature for Rust Ownership and Lifetime Repair with Balanced Training Data Generation Wenzhang Yang author Xiaoning Ren author Cuifeng Gao author Yinxing Xue author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-rust 10.18653/v1/2025.findings-emnlp.179 https://aclanthology.org/2025.findings-emnlp.179/ 2025-11 3366 3376 SLIM: Subtrajectory-Level Elimination for More Effective Reasoning Xifeng Yao author Chengyuan Ma author Dongyu Lang author Yinhao Ni author Zhiwei Xu author Huarui Xie author Zihao Chen author Guang Shen author Dandan Tu author Yi Bai author Changzheng Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yao-etal-2025-slim 10.18653/v1/2025.findings-emnlp.180 https://aclanthology.org/2025.findings-emnlp.180/ 2025-11 3377 3394 From Cross-Task Examples to In-Task Prompts: A Graph-Based Pseudo-Labeling Framework for In-context Learning Zihan Chen author Song Wang author Xingbo Fu author Chengshuai Shi author Zhenyu Lei author Cong Shen author Jundong Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-cross-task 10.18653/v1/2025.findings-emnlp.181 https://aclanthology.org/2025.findings-emnlp.181/ 2025-11 3395 3410 Instance-level Randomization: Toward More Stable LLM Evaluations Yiyang Li author Yonghuang Wu author Ying Luo author Liangtai Sun author Zishu Qin author Lin Qiu author Xuezhi Cao author Xunliang Cai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-instance 10.18653/v1/2025.findings-emnlp.182 https://aclanthology.org/2025.findings-emnlp.182/ 2025-11 3411 3425 Not All Voices Are Rewarded Equally: Probing and Repairing Reward Models across Human Diversity Zihao Li author Feihao Fang author Xitong Zhang author Jiaru Zou author Zhining Liu author Wei Xiong author Ziwei Wu author Baoyu Jing author Jingrui He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-voices 10.18653/v1/2025.findings-emnlp.183 https://aclanthology.org/2025.findings-emnlp.183/ 2025-11 3426 3455 PAMN: Multi-phase Correlation Modeling for Contrast-Enhanced 3D Medical Image Retrieval Haonan Tong author Ke Liu author Chuang Zhang author Xinglin Zhang author Tao Chen author Jenq-Neng Hwang author Lei Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tong-etal-2025-pamn 10.18653/v1/2025.findings-emnlp.184 https://aclanthology.org/2025.findings-emnlp.184/ 2025-11 3456 3467 Safety in Large Reasoning Models: A Survey Cheng Wang author Yue Liu author Baolong Bi author Duzhen Zhang author Zhong-Zhi Li author Yingwei Ma author Yufei He author Shengju Yu author Xinfeng Li author Junfeng Fang author Jiaheng Zhang author Bryan Hooi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-safety 10.18653/v1/2025.findings-emnlp.185 https://aclanthology.org/2025.findings-emnlp.185/ 2025-11 3468 3482 SafeConf: A Confidence-Calibrated Safety Self-Evaluation Method for Large Language Models Bo Zhang author Cong Gao author Linkang Yang author Bingxu Han author Minghao Hu author Zhunchen Luo author Guotong Geng author Xiaoying Bai author Jun Zhang author Wen Yao author Zhong Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-safeconf 10.18653/v1/2025.findings-emnlp.186 https://aclanthology.org/2025.findings-emnlp.186/ 2025-11 3483 3495 DocAssistant: Integrating Key-region Reading and Step-wise Reasoning for Robust Document Visual Question Answering Jinxu Zhang author Qiyuan Fan author Yu Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-docassistant 10.18653/v1/2025.findings-emnlp.187 https://aclanthology.org/2025.findings-emnlp.187/ 2025-11 3496 3511 LNE-Blocking: An Efficient Framework for Contamination Mitigation Evaluation on Large Language Models Ruijie Hou author Yueyang Jiao author Hanxu Hu author Yingming Li author Wai Lam author Huajian Zhang author Hongyuan Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hou-etal-2025-lne 10.18653/v1/2025.findings-emnlp.188 https://aclanthology.org/2025.findings-emnlp.188/ 2025-11 3512 3528 Enhancing Hate Speech Classifiers through a Gradient-assisted Counterfactual Text Generation Strategy Michael Van Supranes author Shaowen Peng author Shoko Wakamiya author Eiji Aramaki author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 van-supranes-etal-2025-enhancing 10.18653/v1/2025.findings-emnlp.189 https://aclanthology.org/2025.findings-emnlp.189/ 2025-11 3529 3544 Learning SQL Like a Human: Structure-Aware Curriculum Learning for Text-to-SQL Generation Xiaohu Zhu author Qian Li author Lizhen Cui author Yuntao Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-learning 10.18653/v1/2025.findings-emnlp.190 https://aclanthology.org/2025.findings-emnlp.190/ 2025-11 3545 3559 Chain-of-Interactions: Multi-step Iterative ICL Framework for Abstractive Task-Oriented Dialogue Summarization of Conversational AI Interactions Jason Lucas author John Chen author Ali Al-Lawati author Mahjabin Nahar author Mahnoosh Mehrabani author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lucas-etal-2025-chain 10.18653/v1/2025.findings-emnlp.191 https://aclanthology.org/2025.findings-emnlp.191/ 2025-11 3560 3599 Your Semantic-Independent Watermark is Fragile: A Semantic Perturbation Attack against EaaS Watermark Zekun Fei author Biao Yi author Jianing Geng author He Ruiqi author Lihai Nie author Zheli Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fei-etal-2025-semantic 10.18653/v1/2025.findings-emnlp.192 https://aclanthology.org/2025.findings-emnlp.192/ 2025-11 3600 3614 Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models Youan Cong author Pritom Saha Akash author Cheng Wang author Kevin Chen-Chuan Chang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cong-etal-2025-query 10.18653/v1/2025.findings-emnlp.193 https://aclanthology.org/2025.findings-emnlp.193/ 2025-11 3615 3625 SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs Zhiqiang Liu author Enpei Niu author Yin Hua author Mengshu Sun author Lei Liang author Huajun Chen author Wen Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-ska 10.18653/v1/2025.findings-emnlp.194 https://aclanthology.org/2025.findings-emnlp.194/ 2025-11 3626 3640 PD³F: A Pluggable and Dynamic DoS-Defense Framework against resource consumption attacks targeting Large Language Models Yuanhe Zhang author Xinyue Wang author Haoran Gao author Zhenhong Zhou author Fanyu Meng author Yuyao Zhang author Sen Su author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-pd3f 10.18653/v1/2025.findings-emnlp.195 https://aclanthology.org/2025.findings-emnlp.195/ 2025-11 3641 3671 From Implicit Exploration to Structured Reasoning: Guideline and Refinement for LLMs Jiaxiang Chen author Zhuo Wang author Mingxi Zou author Zhucong Li author Zhijian Zhou author Song Wang author Zenglin Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-implicit 10.18653/v1/2025.findings-emnlp.196 https://aclanthology.org/2025.findings-emnlp.196/ 2025-11 3672 3684 PIP: Perturbation-based Iterative Pruning for Large Language Models Yi Cao author Wei-Jie Xu author Yucheng Shen author Weijie Shi author Chi-Min Chan author Jianfeng Qu author Jiajie Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cao-etal-2025-pip 10.18653/v1/2025.findings-emnlp.197 https://aclanthology.org/2025.findings-emnlp.197/ 2025-11 3685 3701 Convolutional LoRA Aggregation for Unseen Tasks Adaptation Xinhao Wu author Jialin Liu author Yutai Duan author Jie Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-convolutional 10.18653/v1/2025.findings-emnlp.198 https://aclanthology.org/2025.findings-emnlp.198/ 2025-11 3702 3714 CDT: A Comprehensive Capability Framework for Large Language Models Across Cognition, Domain, and Task Haosi Mo author Xinyu Ma author Xuebo Liu author Derek F Wong author Yu Li author Jie Liu author Min Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mo-etal-2025-cdt 10.18653/v1/2025.findings-emnlp.199 https://aclanthology.org/2025.findings-emnlp.199/ 2025-11 3715 3734 Multilingual Collaborative Defense for Large Language Models Hongliang Li author Jinan Xu author Gengping Cui author Changhao Guan author Fengran Mo author Kaiyu Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-multilingual-collaborative 10.18653/v1/2025.findings-emnlp.200 https://aclanthology.org/2025.findings-emnlp.200/ 2025-11 3735 3755 Role-Guided Annotation and Prototype-Aligned Representation Learning for Historical Literature Sentiment Classification Hongfei Du author Jiacheng Shi author Jacobo Myerston author Sidi Lu author Gang Zhou author Ashley Gao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 du-etal-2025-role 10.18653/v1/2025.findings-emnlp.201 https://aclanthology.org/2025.findings-emnlp.201/ 2025-11 3756 3768 MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition Yaqi Chen author Hao Zhang author Wenlin Zhang author XuKui Yang author Dan Qu author Yunpeng Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-metamixspeech 10.18653/v1/2025.findings-emnlp.202 https://aclanthology.org/2025.findings-emnlp.202/ 2025-11 3769 3779 RECAST: Retrieval-Augmented Contextual ASR via Decoder-State Keyword Spotting Ashish Mittal author Sunita Sarawagi author Preethi Jyothi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mittal-etal-2025-recast 10.18653/v1/2025.findings-emnlp.203 https://aclanthology.org/2025.findings-emnlp.203/ 2025-11 3780 3793 PREE: Towards Harmless and Adaptive Fingerprint Editing in Large Language Models via Knowledge Prefix Enhancement Xubin Yue author Zhenhua Xu author Wenpeng Xing author Jiahui Yu author Mohan Li author Meng Han author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yue-etal-2025-pree 10.18653/v1/2025.findings-emnlp.204 https://aclanthology.org/2025.findings-emnlp.204/ 2025-11 3794 3804 Beyond Spurious Signals: Debiasing Multimodal Large Language Models via Counterfactual Inference and Adaptive Expert Routing Zichen Wu author Hsiu-Yuan Huang author Yunfang Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-beyond-spurious 10.18653/v1/2025.findings-emnlp.205 https://aclanthology.org/2025.findings-emnlp.205/ 2025-11 3805 3825 Text-centric Alignment for Bridging Test-time Unseen Modality Yun-Da Tsai author Ting-Yu Yen author Pei-Fu Guo author Zhe-Yan Li author Shou-De Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tsai-etal-2025-text 10.18653/v1/2025.findings-emnlp.206 https://aclanthology.org/2025.findings-emnlp.206/ 2025-11 3826 3845 HierPrompt: Zero-Shot Hierarchical Text Classification with LLM-Enhanced Prototypes Qian Zhang author Qinliang Su author Wei Zhu author Pang Yachun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-hierprompt 10.18653/v1/2025.findings-emnlp.207 https://aclanthology.org/2025.findings-emnlp.207/ 2025-11 3846 3859 RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs Zhongzhan Huang author Guoming Ling author Yupei Lin author Yandong Chen author Shanshan Zhong author Hefeng Wu author Liang Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-routereval 10.18653/v1/2025.findings-emnlp.208 https://aclanthology.org/2025.findings-emnlp.208/ 2025-11 3860 3887 Can We Steer Reasoning Direction by Thinking Intervention? Xingsheng Zhang author Luxi Xing author Chen Zhang author Yanbing Liu author Yifan Deng author Yunpeng Li author Yue Hu author Chenxu Niu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-steer 10.18653/v1/2025.findings-emnlp.209 https://aclanthology.org/2025.findings-emnlp.209/ 2025-11 3888 3913 MPO: Boosting LLM Agents with Meta Plan Optimization Weimin Xiong author Yifan Song author Qingxiu Dong author Bingchan Zhao author Feifan Song author XWang author Sujian Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiong-etal-2025-mpo 10.18653/v1/2025.findings-emnlp.210 https://aclanthology.org/2025.findings-emnlp.210/ 2025-11 3914 3935 Exploring the Generalizability of Factual Hallucination Mitigation via Enhancing Precise Knowledge Utilization Siyuan Zhang author Yichi Zhang author Yinpeng Dong author Hang Su author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-exploring-generalizability 10.18653/v1/2025.findings-emnlp.211 https://aclanthology.org/2025.findings-emnlp.211/ 2025-11 3936 3968 Learning What to Remember: Adaptive Probabilistic Memory Retention for Memory-Efficient Language Models S M Rafiuddin author Muntaha Nujat Khan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rafiuddin-khan-2025-learning 10.18653/v1/2025.findings-emnlp.212 https://aclanthology.org/2025.findings-emnlp.212/ 2025-11 3969 3981 Unlocking Smarter Device Control: Foresighted Planning with a World Model-Driven Code Execution Approach Xiaoran Yin author Xu Luo author Hao Wu author Lianli Gao author Jingkuan Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yin-etal-2025-unlocking 10.18653/v1/2025.findings-emnlp.213 https://aclanthology.org/2025.findings-emnlp.213/ 2025-11 3982 4005 RGAR: Recurrence Generation-augmented Retrieval for Factual-aware Medical Question Answering Sichu Liang author Linhai Zhang author Hongyu Zhu author Wenwen Wang author Yulan He author Deyu Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liang-etal-2025-rgar 10.18653/v1/2025.findings-emnlp.214 https://aclanthology.org/2025.findings-emnlp.214/ 2025-11 4006 4033 EcoSafeRAG: Efficient Security through Context Analysis in Retrieval-Augmented Generation Ruobing Yao author Yifei Zhang author Shuang Song author Neng Gao author Chenyang Tu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yao-etal-2025-ecosaferag 10.18653/v1/2025.findings-emnlp.215 https://aclanthology.org/2025.findings-emnlp.215/ 2025-11 4034 4050 StereoDetect: Detecting Stereotypes and Anti-stereotypes the Correct Way Using Social Psychological Underpinnings Kaustubh Shivshankar Shejole author Pushpak Bhattacharyya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shejole-bhattacharyya-2025-stereodetect 10.18653/v1/2025.findings-emnlp.216 https://aclanthology.org/2025.findings-emnlp.216/ 2025-11 4051 4082 Sparkle: Mastering Basic Spatial Capabilities in Vision Language Models Elicits Generalization to Spatial Reasoning Yihong Tang author Ao Qu author Zhaokai Wang author Dingyi Zhuang author Zhaofeng Wu author Wei Ma author Shenhao Wang author Yunhan Zheng author Zhan Zhao author Jinhua Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tang-etal-2025-sparkle 10.18653/v1/2025.findings-emnlp.217 https://aclanthology.org/2025.findings-emnlp.217/ 2025-11 4083 4103 How Does Knowledge Selection Help Retrieval Augmented Generation? Xiangci Li author Jessica Ouyang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-ouyang-2025-knowledge 10.18653/v1/2025.findings-emnlp.218 https://aclanthology.org/2025.findings-emnlp.218/ 2025-11 4104 4121 UPLex: Fine-Grained Personality Control in Large Language Models via Unsupervised Lexical Modulation Tianlong Li author Wenhao Liu author Muling Wu author Shihan Dou author Zhenghua Wang author Changze Lv author Xiaohua Wang author Xiaoqing Zheng author Xuanjing Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-uplex 10.18653/v1/2025.findings-emnlp.219 https://aclanthology.org/2025.findings-emnlp.219/ 2025-11 4122 4136 ParetoRAG: Leveraging Sentence-Context Attention for Robust and Efficient Retrieval-Augmented Generation Ruobing Yao author Yifei Zhang author Shuang Song author Yuhan Liu author Neng Gao author Chenyang Tu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yao-etal-2025-paretorag 10.18653/v1/2025.findings-emnlp.220 https://aclanthology.org/2025.findings-emnlp.220/ 2025-11 4137 4151 FlexQuant: A Flexible and Efficient Dynamic Precision Switching Framework for LLM Quantization Fangxin Liu author Zongwu Wang author Jinhong Xia author Junping Zhao author Shouren Zhao author Jinjin Li author Jian Liu author Li Jiang author Haibing Guan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-flexquant 10.18653/v1/2025.findings-emnlp.221 https://aclanthology.org/2025.findings-emnlp.221/ 2025-11 4152 4161 ReLoop: “Seeing Twice and Thinking Backwards” via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding Jianjiang Yang author Yanshu Li author Ziyan Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-reloop 10.18653/v1/2025.findings-emnlp.222 https://aclanthology.org/2025.findings-emnlp.222/ 2025-11 4162 4179 Sequence Structure Aware Retriever for Procedural Document Retrieval: A New Dataset and Baseline Zhenqi Ye author HaoPeng Ren author Yi Cai author Qingbao Huang author Jing Qin author Pinli Zhu author Songwen Gong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-etal-2025-sequence 10.18653/v1/2025.findings-emnlp.223 https://aclanthology.org/2025.findings-emnlp.223/ 2025-11 4180 4198 The Effect of Language Diversity When Fine-Tuning Large Language Models for Translation David Stap author Christof Monz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 stap-monz-2025-effect 10.18653/v1/2025.findings-emnlp.224 https://aclanthology.org/2025.findings-emnlp.224/ 2025-11 4199 4211 David vs. Goliath: Cost-Efficient Financial QA via Cascaded Multi-Agent Reasoning Chenghao Liu author Qian Liu author Ziqin Zhu author Hao Fei author Aniket Mahanti author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-david 10.18653/v1/2025.findings-emnlp.225 https://aclanthology.org/2025.findings-emnlp.225/ 2025-11 4212 4229 Benchmarking Uncertainty Metrics for LLM Target-Aware Search Pei-Fu Guo author Yun-Da Tsai author Shou-De Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-benchmarking 10.18653/v1/2025.findings-emnlp.226 https://aclanthology.org/2025.findings-emnlp.226/ 2025-11 4230 4238 ZOGRASCOPE: A New Benchmark for Semantic Parsing over Property Graphs Francesco Cazzaro author Justin Kleindienst author Sofia Márquez Gomez author Ariadna Quattoni author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cazzaro-etal-2025-zograscope 10.18653/v1/2025.findings-emnlp.227 https://aclanthology.org/2025.findings-emnlp.227/ 2025-11 4239 4246 FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning Ruosen Li author Ziming Luo author Xinya Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-fg 10.18653/v1/2025.findings-emnlp.228 https://aclanthology.org/2025.findings-emnlp.228/ 2025-11 4247 4278 Recipe2Plan: Evaluating Planning Abilities of LLMs for Efficient and Feasible Multitasking with Time Constraints Between Actions Zirui Wu author Xiao Liu author Jiayi Li author Lingpeng Kong author Yansong Feng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-recipe2plan 10.18653/v1/2025.findings-emnlp.229 https://aclanthology.org/2025.findings-emnlp.229/ 2025-11 4279 4301 Unlocking the Effectiveness of LoRA-FP for Seamless Transfer Implantation of Fingerprints in Downstream Models Zhenhua Xu author Zhaokun Yan author Binhan Xu author Xin Tong author Haitao Xu author Yourong Chen author Meng Han author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-unlocking 10.18653/v1/2025.findings-emnlp.230 https://aclanthology.org/2025.findings-emnlp.230/ 2025-11 4302 4312 AELC: Adaptive Entity Linking with LLM-Driven Contextualization Fang Wang author Zhengwei Tao author Ming Wang author Minghao Hu author Xiaoying Bai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-aelc 10.18653/v1/2025.findings-emnlp.231 https://aclanthology.org/2025.findings-emnlp.231/ 2025-11 4313 4327 MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer Honglin Lin author Zhuoshi Pan author Qizhi Pei author Xin Gao author Yu Li author Mengzhang Cai author Conghui He author Lijun Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-metaladder 10.18653/v1/2025.findings-emnlp.232 https://aclanthology.org/2025.findings-emnlp.232/ 2025-11 4328 4354 GLProtein: Global-and-Local Structure Aware Protein Representation Learning Yunqing Liu author Wenqi Fan author Xiaoyong Wei author Li Qing author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-glprotein 10.18653/v1/2025.findings-emnlp.233 https://aclanthology.org/2025.findings-emnlp.233/ 2025-11 4355 4372 Reward Mixology: Crafting Hybrid Signals for Reinforcement Learning Driven In-Context Learning Changshuo Zhang author Ang Gao author Xiao Zhang author Yong Liu author Deyang Li author Fangchao Liu author Xinyu Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-reward 10.18653/v1/2025.findings-emnlp.234 https://aclanthology.org/2025.findings-emnlp.234/ 2025-11 4373 4383 Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization Zhengzhao Lai author Youbin Zheng author Zhenyang Cai author Haonan Lyu author Jingpu Yang author Hong-Qing Liang author Yan Hu author Benyou Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lai-etal-2025-multimodal 10.18653/v1/2025.findings-emnlp.235 https://aclanthology.org/2025.findings-emnlp.235/ 2025-11 4384 4404 GRADE: Generating multi-hop QA and fine-gRAined Difficulty matrix for RAG Evaluation Jeongsoo Lee author Daeyong Kwon author Kyohoon Jin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-grade 10.18653/v1/2025.findings-emnlp.236 https://aclanthology.org/2025.findings-emnlp.236/ 2025-11 4405 4424 FusionDTI: Fine-grained Binding Discovery with Token-level Fusion for Drug-Target Interaction Zhaohan Meng author Zaiqiao Meng author Ke Yuan author Iadh Ounis author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 meng-etal-2025-fusiondti 10.18653/v1/2025.findings-emnlp.237 https://aclanthology.org/2025.findings-emnlp.237/ 2025-11 4425 4444 A Survey on Training-free Alignment of Large Language Models Birong Pan author Yongqi Li author Weiyu Zhang author Wenpeng Lu author Mayi Xu author Shen Zhou author Yuanyuan Zhu author Ming Zhong author Tieyun Qian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pan-etal-2025-survey 10.18653/v1/2025.findings-emnlp.238 https://aclanthology.org/2025.findings-emnlp.238/ 2025-11 4445 4461 CIVET: Systematic Evaluation of Understanding in VLMs Massimo Rizzoli author Simone Alghisi author Olha Khomyn author Gabriel Roccabruna author Seyed Mahed Mousavi author Giuseppe Riccardi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rizzoli-etal-2025-civet 10.18653/v1/2025.findings-emnlp.239 https://aclanthology.org/2025.findings-emnlp.239/ 2025-11 4462 4480 How Does Cognitive Bias Affect Large Language Models? A Case Study on the Anchoring Effect in Price Negotiation Simulations Yoshiki Takenami author Yin Jou Huang author Yugo Murawaki author Chenhui Chu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 takenami-etal-2025-cognitive 10.18653/v1/2025.findings-emnlp.240 https://aclanthology.org/2025.findings-emnlp.240/ 2025-11 4481 4498 Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented Generation Pengchao Feng author Ziyang Ma author Wenxi Chen author Yao Li author Sheng Wang author Kai Yu author Xie Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-enhancing 10.18653/v1/2025.findings-emnlp.241 https://aclanthology.org/2025.findings-emnlp.241/ 2025-11 4499 4507 Backdoor-Powered Prompt Injection Attacks Nullify Defense Methods Yulin Chen author Haoran Li author Yuan Sui author Yangqiu Song author Bryan Hooi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-backdoor 10.18653/v1/2025.findings-emnlp.242 https://aclanthology.org/2025.findings-emnlp.242/ 2025-11 4508 4527 Path-enhanced Pre-trained Language Model for Knowledge Graph Completion Hao Wang author Dandan Song author Zhijing Wu author Yuhang Tian author Pan Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-path 10.18653/v1/2025.findings-emnlp.243 https://aclanthology.org/2025.findings-emnlp.243/ 2025-11 4528 4540 Zero-shot Cross-lingual NER via Mitigating Language Difference: An Entity-aligned Translation Perspective Zhihao Zhang author Sophia Yat Mei Lee author Dong Zhang author Shoushan Li author Guodong Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-zero 10.18653/v1/2025.findings-emnlp.244 https://aclanthology.org/2025.findings-emnlp.244/ 2025-11 4541 4557 Zero-Shot Cross-Domain Aspect-Based Sentiment Analysis via Domain-Contextualized Chain-of-Thought Reasoning Chuming Shen author Wei Wei author Dong Wang author Zhong-Hao Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shen-etal-2025-zero 10.18653/v1/2025.findings-emnlp.245 https://aclanthology.org/2025.findings-emnlp.245/ 2025-11 4558 4573 Tree of Agents: Improving Long-Context Capabilities of Large Language Models through Multi-Perspective Reasoning Song Yu author Xiaofei Xu author Ke Deng author Li Li author Lin Tian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-tree 10.18653/v1/2025.findings-emnlp.246 https://aclanthology.org/2025.findings-emnlp.246/ 2025-11 4574 4592 Cross-Cultural Transfer of Commonsense Reasoning in LLMs: Evidence from the Arab World Saeed Almheiri author Rania Elbadry author Mena Attia author Chenxi Wang author Preslav Nakov author Timothy Baldwin author Fajri Koto author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 almheiri-etal-2025-cross 10.18653/v1/2025.findings-emnlp.247 https://aclanthology.org/2025.findings-emnlp.247/ 2025-11 4593 4614 Enhancing Partially Relevant Video Retrieval with Robust Alignment Learning Long Zhang author Peipei Song author Jianfeng Dong author Kun Li author Xun Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-enhancing-partially 10.18653/v1/2025.findings-emnlp.248 https://aclanthology.org/2025.findings-emnlp.248/ 2025-11 4615 4629 Multi-level Diagnosis and Evaluation for Robust Tabular Feature Engineering with Large Language Models Yebin Lim author Susik Yoon author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lim-yoon-2025-multi 10.18653/v1/2025.findings-emnlp.249 https://aclanthology.org/2025.findings-emnlp.249/ 2025-11 4630 4655 Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning Jianing Wang author Jin Jiang author Yang Liu author Mengdi Zhang author Xunliang Cai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-prejudge 10.18653/v1/2025.findings-emnlp.250 https://aclanthology.org/2025.findings-emnlp.250/ 2025-11 4656 4673 FroM: Frobenius Norm-Based Data-Free Adaptive Model Merging Zijian Li author Xiaocheng Feng author Huixin Liu author Yichong Huang author Ting Liu author Bing Qin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-frobenius 10.18653/v1/2025.findings-emnlp.251 https://aclanthology.org/2025.findings-emnlp.251/ 2025-11 4674 4687 Dynamic Simulation Framework for Disinformation Dissemination and Correction With Social Bots Boyu Qiao author Kun Li author Wei Zhou author Songlin Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qiao-etal-2025-dynamic 10.18653/v1/2025.findings-emnlp.252 https://aclanthology.org/2025.findings-emnlp.252/ 2025-11 4688 4710 Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning Zhaohui Yang author Chenghua He author Xiaowen Shi author Shihong Deng author Linjing Li author Qiyue Yin author Daxin Jiang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-beyond-first 10.18653/v1/2025.findings-emnlp.253 https://aclanthology.org/2025.findings-emnlp.253/ 2025-11 4711 4728 PrAd: Prompt Adaptive Tuning for Decoder-only Language Models Youneng Ma author Junyi He author Haojun Fei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-prad 10.18653/v1/2025.findings-emnlp.254 https://aclanthology.org/2025.findings-emnlp.254/ 2025-11 4729 4743 Personalized Question Answering with User Profile Generation and Compression Hang Su author Yun Yang author Tianyang Liu author Xin Liu author Peng Pu author Xuesong Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 su-etal-2025-personalized 10.18653/v1/2025.findings-emnlp.255 https://aclanthology.org/2025.findings-emnlp.255/ 2025-11 4744 4763 Dream to Chat: Model-based Reinforcement Learning on Dialogues with User Belief Modeling Yue Zhao author Xiaoyu Wang author Dan Wang author Zhonglin Jiang author Qingqing Gu author Teng Chen author Ningyuan Xi author Jinxian Qu author Yong Chen author Luo Ji author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-dream 10.18653/v1/2025.findings-emnlp.256 https://aclanthology.org/2025.findings-emnlp.256/ 2025-11 4764 4781 FakeSV-VLM: Taming VLM for Detecting Fake Short-Video News via Progressive Mixture-Of-Experts Adapter JunXi Wang author Yaxiong Wang author Lechao Cheng author Zhun Zhong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-fakesv 10.18653/v1/2025.findings-emnlp.257 https://aclanthology.org/2025.findings-emnlp.257/ 2025-11 4782 4798 Beyond Inherent Cognition Biases in LLM-Based Event Forecasting: A Multi-Cognition Agentic Framework Zhen Wang author Xi Zhou author Yating Yang author Bo Ma author Lei Wang author Rui Dong author Azmat Anwar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-beyond-inherent 10.18653/v1/2025.findings-emnlp.258 https://aclanthology.org/2025.findings-emnlp.258/ 2025-11 4799 4818 Breaking the Reviewer: Assessing the Vulnerability of Large Language Models in Automated Peer Review Under Textual Adversarial Attacks Tzu-Ling Lin author Wei-Chih Chen author Teng-Fang Hsiao author Hou-I Liu author Ya-Hsin Yeh author Yu-Kai Chan author Wen-Sheng Lien author Po-Yen Kuo author Philip S Yu author Hong-Han Shuai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-breaking 10.18653/v1/2025.findings-emnlp.259 https://aclanthology.org/2025.findings-emnlp.259/ 2025-11 4819 4839 Watermarking with Low-Entropy POS-Guided Token Partitioning and Z-Score-Driven Dynamic Bias for Large Language Models He Li author Xiaojun Chen author Zhendong Zhao author Yunfei Yang author Xin Zhao author Jingcheng He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-watermarking 10.18653/v1/2025.findings-emnlp.260 https://aclanthology.org/2025.findings-emnlp.260/ 2025-11 4840 4859 Knowledge Graph-Driven Memory Editing with Directional Interventions Jinhu Fu author Kun Wang author Chongye Guo author Junfeng Fang author Wentao Zhang author Sen Su author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fu-etal-2025-knowledge 10.18653/v1/2025.findings-emnlp.261 https://aclanthology.org/2025.findings-emnlp.261/ 2025-11 4860 4874 DTDES-KGE: Dual-Teacher Knowledge Distillation with Distinct Embedding Spaces for Knowledge Graph Embeddings Bofan Wei author Hongyuan Xu author Yuhang Niu author Jiarui Ren author Yanlong Wen author Xiaojie Yuan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wei-etal-2025-dtdes 10.18653/v1/2025.findings-emnlp.262 https://aclanthology.org/2025.findings-emnlp.262/ 2025-11 4875 4887 LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Ming Zhang author Yujiong Shen author Zelin Li author Huayu Sha author Binze Hu author Yuhui Wang author Chenhao Huang author Shichun Liu author Jingqi Tong author Changhao Jiang author Mingxu Chai author Zhiheng Xi author Shihan Dou author Tao Gui author Qi Zhang author Xuanjing Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-llmeval 10.18653/v1/2025.findings-emnlp.263 https://aclanthology.org/2025.findings-emnlp.263/ 2025-11 4888 4914 Watermark Smoothing Attacks against Language Models Hongyan Chang author Hamed Hassani author Reza Shokri author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chang-etal-2025-watermark 10.18653/v1/2025.findings-emnlp.264 https://aclanthology.org/2025.findings-emnlp.264/ 2025-11 4915 4941 PICD-Instruct: A Generative Instruction Learning Framework for Few-Shot Multi-Intent Spoken Language Understanding Wenbin Hua author Rui Fan author Tingting He author Ming Dong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hua-etal-2025-picd 10.18653/v1/2025.findings-emnlp.265 https://aclanthology.org/2025.findings-emnlp.265/ 2025-11 4942 4956 Forewarned is Forearmed: Pre-Synthesizing Jailbreak-like Instructions to Enhance LLM Safety Guardrail to Potential Attacks Sheng Liu author Qiang Sheng author Danding Wang author Yang Li author Guang Yang author Juan Cao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-forewarned 10.18653/v1/2025.findings-emnlp.266 https://aclanthology.org/2025.findings-emnlp.266/ 2025-11 4957 4974 Are Knowledge and Reference in Multilingual Language Models Cross-Lingually Consistent? Xi Ai author Mahardika Krisna Ihsani author Min-Yen Kan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ai-etal-2025-knowledge 10.18653/v1/2025.findings-emnlp.267 https://aclanthology.org/2025.findings-emnlp.267/ 2025-11 4975 5011 Krikri: Advancing Open Large Language Models for Greek Dimitris Roussis author Leon Voukoutis author Georgios Paraskevopoulos author Sokratis Sofianopoulos author Prokopis Prokopidis author Vassilis Papavassileiou author Athanasios Katsamanis author Stelios Piperidis author Vassilis Katsouros author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 roussis-etal-2025-krikri 10.18653/v1/2025.findings-emnlp.268 https://aclanthology.org/2025.findings-emnlp.268/ 2025-11 5012 5033 Beyond the Scientific Document: A Citation-Aware Multi-Granular Summarization Approach with Heterogeneous Graphs Quoc-An Nguyen author Xuan-Hung Le author Thi-Minh-Thu Vu author Hoang-Quynh Le author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nguyen-etal-2025-beyond-scientific 10.18653/v1/2025.findings-emnlp.269 https://aclanthology.org/2025.findings-emnlp.269/ 2025-11 5034 5046 Detecting Continuously Evolving Scam Calls under Limited Annotation: A LLM-Augmented Expert Rule Framework Haoyu Ma author Qinliang Su author Minhua Huang author Wu Kai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-detecting-continuously 10.18653/v1/2025.findings-emnlp.270 https://aclanthology.org/2025.findings-emnlp.270/ 2025-11 5047 5068 An Empirical Study of Position Bias in Modern Information Retrieval Ziyang Zeng author Dun Zhang author Jiacheng Li author Zoupanxiang author Yudong Zhou author Yuqing Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-empirical 10.18653/v1/2025.findings-emnlp.271 https://aclanthology.org/2025.findings-emnlp.271/ 2025-11 5069 5081 GenPoE: Generative Passage-level Mixture of Experts for Knowledge Enhancement of LLMs Xuebing Liu author Shanbao Qiao author Seung-Hoon Na author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-genpoe 10.18653/v1/2025.findings-emnlp.272 https://aclanthology.org/2025.findings-emnlp.272/ 2025-11 5082 5097 CoRanking: Collaborative Ranking with Small and Large Ranking Agents Wenhan Liu author Xinyu Ma author Yutao Zhu author Lixin Su author Shuaiqiang Wang author Dawei Yin author Zhicheng Dou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-coranking 10.18653/v1/2025.findings-emnlp.273 https://aclanthology.org/2025.findings-emnlp.273/ 2025-11 5098 5110 HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation Yihan Jiao author Zhehao Tan author Dan Yang author Duolin Sun author Jie Feng author Yue Shen author Jian Wang author Peng Wei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiao-etal-2025-hirag 10.18653/v1/2025.findings-emnlp.274 https://aclanthology.org/2025.findings-emnlp.274/ 2025-11 5111 5130 Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action Tongyoung Kim author Jeongeun Lee author SooJin Yoon author SungHwan Kim author Dongha Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-towards 10.18653/v1/2025.findings-emnlp.275 https://aclanthology.org/2025.findings-emnlp.275/ 2025-11 5131 5154 WebCoT: Enhancing Web Agent Reasoning by Reconstructing Chain-of-Thought in Reflection, Branching, and Rollback Minda Hu author Tianqing Fang author Jianshu Zhang author Jun-Yu Ma author Zhisong Zhang author Jingyan Zhou author Hongming Zhang author Haitao Mi author Dong Yu author Irwin King author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-webcot 10.18653/v1/2025.findings-emnlp.276 https://aclanthology.org/2025.findings-emnlp.276/ 2025-11 5155 5173 Interesting Culture: Social Relation Recognition from Videos via Culture De-confounding Yuxuan Zhang author Yangfu Zhu author Haorui Wang author Bin Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-interesting 10.18653/v1/2025.findings-emnlp.277 https://aclanthology.org/2025.findings-emnlp.277/ 2025-11 5174 5184 ThinkSwitcher: When to Think Hard, When to Think Fast Guosheng Liang author Longguang Zhong author Ziyi Yang author Xiaojun Quan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liang-etal-2025-thinkswitcher 10.18653/v1/2025.findings-emnlp.278 https://aclanthology.org/2025.findings-emnlp.278/ 2025-11 5185 5201 MaGiX: A Multi-Granular Adaptive Graph Intelligence Framework for Enhancing Cross-Lingual RAG Nguyen Manh Hieu author Vu Lam Anh author Hung Pham Van author Nam Le Hai author Linh Ngo Van author Nguyen Thi Ngoc Diep author Thien Huu Nguyen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hieu-etal-2025-magix 10.18653/v1/2025.findings-emnlp.279 https://aclanthology.org/2025.findings-emnlp.279/ 2025-11 5202 5219 LexTime: A Benchmark for Temporal Ordering of Legal Events Claire Barale author Leslie Barrett author Vikram Sunil Bajaj author Michael Rovatsos author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 barale-etal-2025-lextime 10.18653/v1/2025.findings-emnlp.280 https://aclanthology.org/2025.findings-emnlp.280/ 2025-11 5220 5236 Beyond the Surface: A Solution-Aware Retrieval Model for Competition-level Code Generation Shiwen Zhang author Lingxiang Wang author Hainan Zhang author Ziwei Wang author Sijia Wen author Zhiming Zheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-beyond-surface 10.18653/v1/2025.findings-emnlp.281 https://aclanthology.org/2025.findings-emnlp.281/ 2025-11 5237 5246 X-Boundary: Establishing Exact Safety Boundary to Shield LLMs from Jailbreak Attacks without Compromising Usability Xiaoya Lu author Dongrui Liu author Yi Yu author Luxin Xu author Jing Shao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lu-etal-2025-x 10.18653/v1/2025.findings-emnlp.282 https://aclanthology.org/2025.findings-emnlp.282/ 2025-11 5247 5272 Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership Inference Attack Sagiv Antebi author Edan Habler author Asaf Shabtai author Yuval Elovici author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 antebi-etal-2025-tag 10.18653/v1/2025.findings-emnlp.283 https://aclanthology.org/2025.findings-emnlp.283/ 2025-11 5273 5286 EcoLANG: Efficient and Effective Agent Communication Language Induction for Social Simulation Xinyi Mou author Chen Qian author Wei Liu author Ling Yan author Yao Hu author Xuanjing Huang author Zhongyu Wei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mou-etal-2025-ecolang 10.18653/v1/2025.findings-emnlp.284 https://aclanthology.org/2025.findings-emnlp.284/ 2025-11 5287 5304 Revealing the Inherent Instructability of Pre-Trained Language Models Seokhyun An author Minji Kim author Hyounghun Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 an-etal-2025-revealing 10.18653/v1/2025.findings-emnlp.285 https://aclanthology.org/2025.findings-emnlp.285/ 2025-11 5305 5336 What Media Frames Reveal About Stance: A Dataset and Study about Memes in Climate Change Discourse Shijia Zhou author Siyao Peng author Simon M Luebke author Jörg Haßler author Mario Haim author Saif M Mohammad author Barbara Plank author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-media 10.18653/v1/2025.findings-emnlp.286 https://aclanthology.org/2025.findings-emnlp.286/ 2025-11 5337 5356 Rethinking Personality Assessment from Human-Agent Dialogues: Fewer Rounds May Be Better Than More Baiqiao Zhang author Zhifeng Liao author Xiangxian Li author Chao Zhou author Juan Liu author Xiaojuan Ma author Yulong Bian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-rethinking-personality 10.18653/v1/2025.findings-emnlp.287 https://aclanthology.org/2025.findings-emnlp.287/ 2025-11 5357 5380 TailorRPA: A Retrieval-Based Framework for Eliciting Personalized and Coherent Role-Playing Agents in General Domain Zhenpeng Gao author Xiaofen Xing author Xiangmin Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gao-etal-2025-tailorrpa 10.18653/v1/2025.findings-emnlp.288 https://aclanthology.org/2025.findings-emnlp.288/ 2025-11 5381 5412 SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning Yanwen Huang author Yao Liu author Qiao Liu author Rui Hou author Tingting Dai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-sce 10.18653/v1/2025.findings-emnlp.289 https://aclanthology.org/2025.findings-emnlp.289/ 2025-11 5413 5425 ReGraphRAG: Reorganizing Fragmented Knowledge Graphs for Multi-Perspective Retrieval-Augmented Generation Soohyeong Kim author Seok Jun Hwang author JungHyoun Kim author Jeonghyeon Park author Yong Suk Choi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-regraphrag 10.18653/v1/2025.findings-emnlp.290 https://aclanthology.org/2025.findings-emnlp.290/ 2025-11 5426 5443 GASE: Generatively Augmented Sentence Encoding Manuel Frank author Haithem Afli author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 frank-afli-2025-gase 10.18653/v1/2025.findings-emnlp.291 https://aclanthology.org/2025.findings-emnlp.291/ 2025-11 5444 5461 The “r” in “woman” stands for rights. Auditing LLMs in Uncovering Social Dynamics in Implicit Misogyny Arianna Muti author Chris Emmery author Debora Nozza author Alberto Barrón-Cedeño author Tommaso Caselli author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 muti-etal-2025-r 10.18653/v1/2025.findings-emnlp.292 https://aclanthology.org/2025.findings-emnlp.292/ 2025-11 5462 5479 Fact Verification on Knowledge Graph via Programmatic Graph Reasoning Yuanzhen Hao author Desheng Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hao-wu-2025-fact 10.18653/v1/2025.findings-emnlp.293 https://aclanthology.org/2025.findings-emnlp.293/ 2025-11 5480 5495 Agent Trading Arena: A Study on Numerical Understanding in LLM-Based Agents Tianmi Ma author Jiawei Du author Wenxin Huang author Wenjie Wang author Liang Xie author Xian Zhong author Joey Tianyi Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-agent 10.18653/v1/2025.findings-emnlp.294 https://aclanthology.org/2025.findings-emnlp.294/ 2025-11 5496 5514 Why We Feel What We Feel: Joint Detection of Emotions and Their Opinion Triggers in E-commerce Arnav Attri author Anuj Attri author Suman Banerjee author Amey Patil author Muthusamy Chelliah author Nikesh Garera author Pushpak Bhattacharyya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 attri-etal-2025-feel 10.18653/v1/2025.findings-emnlp.295 https://aclanthology.org/2025.findings-emnlp.295/ 2025-11 5515 5532 Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation Jan Cegin author Branislav Pecher author Jakub Simko author Ivan Srba author Maria Bielikova author Peter Brusilovsky author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cegin-etal-2025-use 10.18653/v1/2025.findings-emnlp.296 https://aclanthology.org/2025.findings-emnlp.296/ 2025-11 5533 5550 BanglaByT5: Byte-Level Modelling for Bangla Pramit Bhattacharyya author Arnab Bhattacharya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bhattacharyya-bhattacharya-2025-banglabyt5 10.18653/v1/2025.findings-emnlp.297 https://aclanthology.org/2025.findings-emnlp.297/ 2025-11 5551 5560 XTRA: Cross-Lingual Topic Modeling with Topic and Representation Alignments Tien Phat Nguyen author Ngo Vu Minh author Tung Nguyen author Linh Ngo Van author Duc Anh Nguyen author Dinh Viet Sang author Trung Le author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nguyen-etal-2025-xtra 10.18653/v1/2025.findings-emnlp.298 https://aclanthology.org/2025.findings-emnlp.298/ 2025-11 5561 5575 CodeContests+: High-Quality Test Case Generation for Competitive Programming Zihan Wang author Siyao Liu author Yang Sun author Ming Ding author Hongyan Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-codecontests 10.18653/v1/2025.findings-emnlp.299 https://aclanthology.org/2025.findings-emnlp.299/ 2025-11 5576 5600 SPO: Self Preference Optimization with Self Regularization Yuhao Sun author Yifan Zhang author Quandong Wang author Qinzhuo Wu author Wei Liu author Jian Luan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sun-etal-2025-spo 10.18653/v1/2025.findings-emnlp.300 https://aclanthology.org/2025.findings-emnlp.300/ 2025-11 5601 5614 Long-context Language Models Fail in Basic Retrieval Tasks Without Sufficient Reasoning Steps Yijiong Yu author Zhixiao Qi author Yongfeng Huang author Wei Wang author Weifeng.liu author Ran Chen author Ji Pei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-long 10.18653/v1/2025.findings-emnlp.301 https://aclanthology.org/2025.findings-emnlp.301/ 2025-11 5615 5634 Benchmarking Critical Questions Generation: A Challenging Reasoning Task for Large Language Models Blanca Calvo Figueras author Rodrigo Agerri author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 calvo-figueras-agerri-2025-benchmarking 10.18653/v1/2025.findings-emnlp.302 https://aclanthology.org/2025.findings-emnlp.302/ 2025-11 5635 5652 ResearchArena: Benchmarking Large Language Models’ Ability to Collect and Organize Information as Research Agents Hao Kang author Chenyan Xiong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kang-xiong-2025-researcharena 10.18653/v1/2025.findings-emnlp.303 https://aclanthology.org/2025.findings-emnlp.303/ 2025-11 5653 5671 LLMs are Privacy Erasable Zipeng Ye author Wenjian Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-luo-2025-llms 10.18653/v1/2025.findings-emnlp.304 https://aclanthology.org/2025.findings-emnlp.304/ 2025-11 5672 5692 How Good are LLM-based Rerankers? An Empirical Analysis of State-of-the-Art Reranking Models Abdelrahman Abdallah author Bhawna Piryani author Jamshid Mozafari author Mohammed Ali author Adam Jatowt author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 abdallah-etal-2025-good 10.18653/v1/2025.findings-emnlp.305 https://aclanthology.org/2025.findings-emnlp.305/ 2025-11 5693 5709 DeAR: Dual-Stage Document Reranking with Reasoning Agents via LLM Distillation Abdelrahman Abdallah author Jamshid Mozafari author Bhawna Piryani author Adam Jatowt author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 abdallah-etal-2025-dear 10.18653/v1/2025.findings-emnlp.306 https://aclanthology.org/2025.findings-emnlp.306/ 2025-11 5710 5723 CANDY: Benchmarking LLMs’ Limitations and Assistive Potential in Chinese Misinformation Fact-Checking Ruiling Guo author Xinwei Yang author Chen Huang author Tong Zhang author Yong Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-candy 10.18653/v1/2025.findings-emnlp.307 https://aclanthology.org/2025.findings-emnlp.307/ 2025-11 5724 5758 E-Verify: A Paradigm Shift to Scalable Embedding-based Factuality Verification Zeyang Liu author Jingfeng Xue author Xiuqi Yang author Wenbiao Du author Jiarun Fu author Junbao Chen author Wenjie Guo author Yong Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-e 10.18653/v1/2025.findings-emnlp.308 https://aclanthology.org/2025.findings-emnlp.308/ 2025-11 5759 5776 LLM Jailbreak Detection for (Almost) Free! Guorui Chen author Yifan Xia author Xiaojun Jia author Zhijiang Li author Philip Torr author Jindong Gu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-llm-jailbreak 10.18653/v1/2025.findings-emnlp.309 https://aclanthology.org/2025.findings-emnlp.309/ 2025-11 5777 5807 When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning Xiaoyun Zhang author Jingqing Ruan author Xing Ma author Yawen Zhu author Haodong Zhao author Hao Li author Jiansong Chen author Ke Zeng author Xunliang Cai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-continue 10.18653/v1/2025.findings-emnlp.310 https://aclanthology.org/2025.findings-emnlp.310/ 2025-11 5808 5828 Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance Xixi Wang author Miguel Costa author Jordanka Kovaceva author Shuai Wang author Francisco C Pereira author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-plugging 10.18653/v1/2025.findings-emnlp.311 https://aclanthology.org/2025.findings-emnlp.311/ 2025-11 5829 5842 Evolution in Simulation: AI-Agent School with Dual Memory for High-Fidelity Educational Dynamics Sheng Jin author Haoming Wang author Zhiqi Gao author Yongbo Yang author Bao Chunjia author Chengliang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jin-etal-2025-evolution 10.18653/v1/2025.findings-emnlp.312 https://aclanthology.org/2025.findings-emnlp.312/ 2025-11 5843 5857 Retrieval-Augmented Machine Translation with Unstructured Knowledge Jiaan Wang author Fandong Meng author Yingxue Zhang author Jie Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-retrieval 10.18653/v1/2025.findings-emnlp.313 https://aclanthology.org/2025.findings-emnlp.313/ 2025-11 5858 5871 MARS-Bench: A Multi-turn Athletic Real-world Scenario Benchmark for Dialogue Evaluation Chenghao Yang author Yinbo Luo author Zhoufutu Wen author Qi Chu author Tao Gong author Longxiang Liu author Kaiyuan Zhang author Jianpeng Jiao author Ge Zhang author Wenhao Huang author Nenghai Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-mars 10.18653/v1/2025.findings-emnlp.314 https://aclanthology.org/2025.findings-emnlp.314/ 2025-11 5872 5898 UTMath: A Benchmark for Math Evaluation with Unit Test Bo Yang author Qingping Yang author Yingwei Ma author Runtao Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-utmath 10.18653/v1/2025.findings-emnlp.315 https://aclanthology.org/2025.findings-emnlp.315/ 2025-11 5899 5915 The Green KNIGHT: Green Machine Translation with Knowledge-Distilled, Narrow, Inexpensive, Greedy, Hybrid Transformers Andreas Guta author Frithjof Petrick author Peter Polák author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guta-etal-2025-green 10.18653/v1/2025.findings-emnlp.316 https://aclanthology.org/2025.findings-emnlp.316/ 2025-11 5916 5931 Constructing Your Model’s Value Distinction: Towards LLM Alignment with Anchor Words Tuning Zhen Yang author Ping Jian author Chengzhi Li author Chenxu Wang author Xinyue Zhang author Wenpeng Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-constructing 10.18653/v1/2025.findings-emnlp.317 https://aclanthology.org/2025.findings-emnlp.317/ 2025-11 5932 5948 MCiteBench: A Multimodal Benchmark for Generating Text with Citations Caiyu Hu author Yikai Zhang author Tinghui Zhu author Yiwei Ye author Yanghua Xiao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-mcitebench 10.18653/v1/2025.findings-emnlp.318 https://aclanthology.org/2025.findings-emnlp.318/ 2025-11 5949 5966 Do LLMs Know and Understand Domain Conceptual Knowledge? Sijia Shen author Feiyan Jiang author Peiyan Wang author Yubo Feng author Yuchen Jiang author Chang Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shen-etal-2025-llms 10.18653/v1/2025.findings-emnlp.319 https://aclanthology.org/2025.findings-emnlp.319/ 2025-11 5967 5976 Agent Laboratory: Using LLM Agents as Research Assistants Samuel Schmidgall author Yusheng Su author Ze Wang author Ximeng Sun author Jialian Wu author Xiaodong Yu author Jiang Liu author Michael Moor author Zicheng Liu author Emad Barsoum author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 schmidgall-etal-2025-agent 10.18653/v1/2025.findings-emnlp.320 https://aclanthology.org/2025.findings-emnlp.320/ 2025-11 5977 6043 Retrieval-Augmented Generation with Hierarchical Knowledge Haoyu Huang author Yongfeng Huang author Yang Junjie author Zhenyu Pan author Yongqiang Chen author Kaili Ma author Hongzhi Chen author James Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-retrieval 10.18653/v1/2025.findings-emnlp.321 https://aclanthology.org/2025.findings-emnlp.321/ 2025-11 6044 6060 Regularized Contrastive Decoding with Hard Negative Samples for LLM Hallucination Mitigation Haonan Sheng author Dou Hu author Lingwei Wei author Wei Zhou author Songlin Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sheng-etal-2025-regularized 10.18653/v1/2025.findings-emnlp.322 https://aclanthology.org/2025.findings-emnlp.322/ 2025-11 6061 6073 CharacterCraft: Bridging the Literature-Reality Dialogue Gap for Practical Role-Playing Agents Xuyan Yin author Xinran Yang author Zihao Li author Lixin Zou author Chenliang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yin-etal-2025-charactercraft 10.18653/v1/2025.findings-emnlp.323 https://aclanthology.org/2025.findings-emnlp.323/ 2025-11 6074 6106 Drift: Decoding-time Personalized Alignments with Implicit User Preferences Minbeom Kim author Kang-il Lee author Seongho Joo author Hwaran Lee author Thibaut Thonet author Kyomin Jung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-drift 10.18653/v1/2025.findings-emnlp.324 https://aclanthology.org/2025.findings-emnlp.324/ 2025-11 6107 6126 Discovering Semantic Subdimensions through Disentangled Conceptual Representations Yunhao Zhang author Shaonan Wang author Nan Lin author Xinyi Dong author Chong Li author Chengqing Zong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-discovering 10.18653/v1/2025.findings-emnlp.325 https://aclanthology.org/2025.findings-emnlp.325/ 2025-11 6127 6144 Identifying Aspects in Peer Reviews Sheng Lu author Ilia Kuznetsov author Iryna Gurevych author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lu-etal-2025-identifying 10.18653/v1/2025.findings-emnlp.326 https://aclanthology.org/2025.findings-emnlp.326/ 2025-11 6145 6167 Tree-Structured Non-Autoregressive Decoding for Sequence-to-Sequence Text Generation Pengyu Ji author Yufei Liu author Xiang Hu author Kewei Tu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ji-etal-2025-tree 10.18653/v1/2025.findings-emnlp.327 https://aclanthology.org/2025.findings-emnlp.327/ 2025-11 6168 6174 Towards More Efficient Post-training via Fourier Domain Adapter Framework Yijia Fan author Jusheng Zhang author Keze Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fan-etal-2025-towards 10.18653/v1/2025.findings-emnlp.328 https://aclanthology.org/2025.findings-emnlp.328/ 2025-11 6175 6193 KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering Yushi Sun author Kai Sun author Yifan Ethan Xu author Xiao Yang author Xin Luna Dong author Nan Tang author Lei Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sun-etal-2025-kerag 10.18653/v1/2025.findings-emnlp.329 https://aclanthology.org/2025.findings-emnlp.329/ 2025-11 6194 6216 Not All Features Deserve Attention: Graph-Guided Dependency Learning for Tabular Data Generation with Language Models Zheyu Zhang author Shuo Yang author Bardh Prenkaj author Gjergji Kasneci author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-features 10.18653/v1/2025.findings-emnlp.330 https://aclanthology.org/2025.findings-emnlp.330/ 2025-11 6217 6242 CCG: Rare-Label Prediction via Neural SEM–Driven Causal Game Yijia Fan author Jusheng Zhang author Kaitong Cai author Jing Yang author Keze Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fan-etal-2025-ccg 10.18653/v1/2025.findings-emnlp.331 https://aclanthology.org/2025.findings-emnlp.331/ 2025-11 6243 6256 Multimodal Emotion Recognition in Conversations: A Survey of Methods, Trends, Challenges and Prospects ChengYan Wu author Yiqiang Cai author Yang Liu author Pengxu Zhu author Yun Xue author Ziwei Gong author Julia Hirschberg author Bolei Ma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-multimodal 10.18653/v1/2025.findings-emnlp.332 https://aclanthology.org/2025.findings-emnlp.332/ 2025-11 6257 6274 When Allies Turn Foes: Exploring Group Characteristics of LLM-Based Multi-Agent Collaborative Systems Under Adversarial Attacks Jiahao Zhang author Baoshuo Kan author Tao Gong author Fu Lee Wang author Tianyong Hao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-allies-turn 10.18653/v1/2025.findings-emnlp.333 https://aclanthology.org/2025.findings-emnlp.333/ 2025-11 6275 6300 EditID: Training-Free Editable ID Customization for Text-to-Image Generation Guandong Li author Zhaobin Chu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-chu-2025-editid 10.18653/v1/2025.findings-emnlp.334 https://aclanthology.org/2025.findings-emnlp.334/ 2025-11 6301 6319 OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration Jusheng Zhang author Yijia Fan author Kaitong Cai author Xiaofei Sun author Keze Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-osc 10.18653/v1/2025.findings-emnlp.335 https://aclanthology.org/2025.findings-emnlp.335/ 2025-11 6320 6337 VideoLLM Knows When to Speak: Enhancing Time-Sensitive Video Comprehension with Video-Text Duet Interaction Format Yueqian Wang author Xiaojun Meng author Yuxuan Wang author Jianxin Liang author Jiansheng Wei author Huishuai Zhang author Dongyan Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-videollm 10.18653/v1/2025.findings-emnlp.336 https://aclanthology.org/2025.findings-emnlp.336/ 2025-11 6338 6359 To Answer or Not to Answer (TAONA): A Robust Textual Graph Understanding and Question Answering Approach Yuchen Yan author Aakash Kolekar author Sahika Genc author Wenju Xu author Edward W Huang author Anirudh Srinivasan author Mukesh Jain author Qi He author Hanghang Tong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yan-etal-2025-answer 10.18653/v1/2025.findings-emnlp.337 https://aclanthology.org/2025.findings-emnlp.337/ 2025-11 6360 6376 Understanding Refusal in Language Models with Sparse Autoencoders Wei Jie Yeo author Nirmalendu Prakash author Clement Neo author Ranjan Satapathy author Roy Ka-Wei Lee author Erik Cambria author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yeo-etal-2025-understanding 10.18653/v1/2025.findings-emnlp.338 https://aclanthology.org/2025.findings-emnlp.338/ 2025-11 6377 6399 Where Did That Come From? Sentence-Level Error-Tolerant Attribution Ori Ernst author Aviv Slobodkin author Meng Cao author Sihui Wei author Jackie CK Cheung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ernst-etal-2025-come 10.18653/v1/2025.findings-emnlp.339 https://aclanthology.org/2025.findings-emnlp.339/ 2025-11 6400 6417 Alleviating Performance Degradation Caused by Out-of-Distribution Issues in Embedding-Based Retrieval Haotong Bao author Jianjin Zhang author Qi Chen author Weihao Han author Zhengxin Zeng author Ruiheng Chang author Mingzheng Li author Hao Sun author Weiwei Deng author Feng Sun author Qi Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bao-etal-2025-alleviating 10.18653/v1/2025.findings-emnlp.340 https://aclanthology.org/2025.findings-emnlp.340/ 2025-11 6418 6427 Can LLMs Find a Needle in a Haystack? A Look at Anomaly Detection Language Modeling Leslie Barrett author Vikram Sunil Bajaj author Robert John Kingan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 barrett-etal-2025-llms 10.18653/v1/2025.findings-emnlp.341 https://aclanthology.org/2025.findings-emnlp.341/ 2025-11 6428 6435 Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip? Xiaochen Wang author Heming Xia author Jialin Song author Longyu Guan author Qingxiu Dong author Rui Li author Yixin Yang author Yifan Pu author Weiyao Luo author Yiru Wang author Xiangdi Meng author Wenjie Li author Zhifang Sui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-beyond-single 10.18653/v1/2025.findings-emnlp.342 https://aclanthology.org/2025.findings-emnlp.342/ 2025-11 6436 6452 Enhancing Multi-Agent Debate System Performance via Confidence Expression Zijie Lin author Bryan Hooi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-hooi-2025-enhancing 10.18653/v1/2025.findings-emnlp.343 https://aclanthology.org/2025.findings-emnlp.343/ 2025-11 6453 6471 The Face of Persuasion: Analyzing Bias and Generating Culture-Aware Ads Aysan Aghazadeh author Adriana Kovashka author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 aghazadeh-kovashka-2025-face 10.18653/v1/2025.findings-emnlp.344 https://aclanthology.org/2025.findings-emnlp.344/ 2025-11 6472 6500 SIFT: Grounding LLM Reasoning in Contexts via Stickers Zihao Zeng author Xuyao Huang author Boxiu Li author Zhijie Deng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-sift 10.18653/v1/2025.findings-emnlp.345 https://aclanthology.org/2025.findings-emnlp.345/ 2025-11 6501 6513 When Inverse Data Outperforms: Exploring the Pitfalls of Mixed Data in Multi-Stage Fine-Tuning Mengyi Deng author Xin Li author Tingyu Zhu author Zhicheng Yang author Zhijiang Guo author Wei Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 deng-etal-2025-inverse 10.18653/v1/2025.findings-emnlp.346 https://aclanthology.org/2025.findings-emnlp.346/ 2025-11 6514 6523 LUME: LLM Unlearning with Multitask Evaluations Anil Ramakrishna author Yixin Wan author Xiaomeng Jin author Kai-Wei Chang author Zhiqi Bu author Bhanukiran Vinzamuri author Volkan Cevher author Mingyi Hong author Rahul Gupta author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ramakrishna-etal-2025-lume 10.18653/v1/2025.findings-emnlp.347 https://aclanthology.org/2025.findings-emnlp.347/ 2025-11 6524 6535 How do Language Models Generate Slang: A Systematic Comparison between Human and Machine-Generated Slang Usages Siyang Wu author Zhewei Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-sun-2025-language 10.18653/v1/2025.findings-emnlp.348 https://aclanthology.org/2025.findings-emnlp.348/ 2025-11 6536 6559 Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning Siqu Ou author Hongcheng Liu author Pingjie Wang author Yusheng Liao author Chuan Xuan author Yanfeng Wang author Yu Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ou-etal-2025-bridging 10.18653/v1/2025.findings-emnlp.349 https://aclanthology.org/2025.findings-emnlp.349/ 2025-11 6560 6578 MedCOD: Enhancing English-to-Spanish Medical Translation of Large Language Models Using Enriched Chain-of-Dictionary Framework Md Shahidul Salim author Lian Fu author Arav Adikesh Ramakrishnan author Zonghai Yao author Hong Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 salim-etal-2025-medcod 10.18653/v1/2025.findings-emnlp.350 https://aclanthology.org/2025.findings-emnlp.350/ 2025-11 6579 6597 Chatbot To Help Patients Understand Their Health Won Seok Jang author Hieu Tran author Manav Shaileshkumar Mistry author Sai Kiran Gandluri author Yifan Zhang author Sharmin Sultana author Sunjae Kwon author Yuan Zhang author Zonghai Yao author Hong Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jang-etal-2025-chatbot 10.18653/v1/2025.findings-emnlp.351 https://aclanthology.org/2025.findings-emnlp.351/ 2025-11 6598 6627 A Knapsack by Any Other Name: Presentation impacts LLM performance on NP-hard problems Alex Duchnowski author Ellie Pavlick author Alexander Koller author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 duchnowski-etal-2025-knapsack 10.18653/v1/2025.findings-emnlp.352 https://aclanthology.org/2025.findings-emnlp.352/ 2025-11 6628 6651 Is Safety Standard Same for Everyone? User-Specific Safety Evaluation of Large Language Models Yeonjun In author Wonjoong Kim author Kanghoon Yoon author Sungchul Kim author Mehrab Tanjim author Sangwu Park author Kibum Kim author Chanyoung Park author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 in-etal-2025-safety 10.18653/v1/2025.findings-emnlp.353 https://aclanthology.org/2025.findings-emnlp.353/ 2025-11 6652 6671 Jailbreak Attack Initializations as Extractors of Compliance Directions Amit LeVi author Rom Himelstein author Yaniv Nemcovsky author Avi Mendelson author Chaim Baskin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for 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Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 aljohani-etal-2025-comprehensive 10.18653/v1/2025.findings-emnlp.356 https://aclanthology.org/2025.findings-emnlp.356/ 2025-11 6720 6748 Self-Correction Makes LLMs Better Parsers Ziyan Zhang author Yang Hou author Chen Gong author Zhenghua Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-self-correction 10.18653/v1/2025.findings-emnlp.357 https://aclanthology.org/2025.findings-emnlp.357/ 2025-11 6749 6762 Explaining Length Bias in LLM-Based Preference Evaluations Zhengyu Hu author Linxin Song author Jieyu Zhang author Zheyuan Xiao author Tianfu Wang author Zhengyu Chen author Nicholas Jing Yuan author Jianxun Lian author Kaize Ding author Hui Xiong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-explaining 10.18653/v1/2025.findings-emnlp.358 https://aclanthology.org/2025.findings-emnlp.358/ 2025-11 6763 6794 Investigating Controversy Framing across Topics on Social Media Maxwell Weinzierl author Sanda M Harabagiu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 weinzierl-harabagiu-2025-investigating 10.18653/v1/2025.findings-emnlp.359 https://aclanthology.org/2025.findings-emnlp.359/ 2025-11 6795 6814 HEAL: Hybrid Enhancement with LLM-based Agents for Text-attributed Hypergraph Self-supervised Representation Learning Ruochang Li author Xiao Luo author Zhiping Xiao author Wei Ju author Ming Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-heal 10.18653/v1/2025.findings-emnlp.360 https://aclanthology.org/2025.findings-emnlp.360/ 2025-11 6815 6829 ReMamba: Equip Mamba with Effective Long-Sequence Modeling Danlong Yuan author Jiahao Liu author Bei Li author Huishuai Zhang author Jingang Wang author Xunliang Cai author Dongyan Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yuan-etal-2025-remamba 10.18653/v1/2025.findings-emnlp.361 https://aclanthology.org/2025.findings-emnlp.361/ 2025-11 6830 6840 QUITO-X: A New Perspective on Context Compression from the Information Bottleneck Theory Yihang Wang author Xu Huang author Bowen Tian author Yueyang Su author Lei Yu author Huaming Liao author Yixing Fan author Jiafeng Guo author Xueqi Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-quito 10.18653/v1/2025.findings-emnlp.362 https://aclanthology.org/2025.findings-emnlp.362/ 2025-11 6841 6856 Conv-Basis: A New Paradigm for Efficient Attention Inference and Gradient Computation in Transformers Yingyu Liang author Heshan Liu author Zhenmei Shi author Zhao Song author Zhuoyan Xu author Jiale Zhao author Zhen Zhuang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liang-etal-2025-conv 10.18653/v1/2025.findings-emnlp.363 https://aclanthology.org/2025.findings-emnlp.363/ 2025-11 6857 6894 Mitigating Gender Bias via Fostering Exploratory Thinking in LLMs Kangda Wei author Hasnat Md Abdullah author Ruihong Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wei-etal-2025-mitigating 10.18653/v1/2025.findings-emnlp.364 https://aclanthology.org/2025.findings-emnlp.364/ 2025-11 6895 6917 Beyond the Textual: Generating Coherent Visual Options for MCQs Wanqiang Wang author Longzhu He author Wei Zheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-beyond-textual 10.18653/v1/2025.findings-emnlp.365 https://aclanthology.org/2025.findings-emnlp.365/ 2025-11 6918 6935 SafeSwitch: Steering Unsafe LLM Behavior via Internal Activation Signals Peixuan Han author Cheng Qian author Xiusi Chen author Yuji Zhang author Heng Ji author Denghui Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-safeswitch 10.18653/v1/2025.findings-emnlp.366 https://aclanthology.org/2025.findings-emnlp.366/ 2025-11 6936 6955 MADD: Multi-Agent Drug Discovery Orchestra Gleb Vitalevich Solovev author Alina Borisovna Zhidkovskaya author Anastasia Orlova author Nina Gubina author Anastasia Vepreva author Rodion Golovinskii author Ilya Tonkii author Ivan Dubrovsky author Ivan Gurev author Dmitry Gilemkhanov author Denis Chistiakov author Timur A Aliev author Ivan Poddiakov author Galina Zubkova author Ekaterina V Skorb author Vladimir Vinogradov author Alexander Boukhanovsky author Nikolay Nikitin author Andrei Dmitrenko author Anna Kalyuzhnaya author Andrey Savchenko author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 solovev-etal-2025-madd 10.18653/v1/2025.findings-emnlp.367 https://aclanthology.org/2025.findings-emnlp.367/ 2025-11 6956 6998 PersonaGym: Evaluating Persona Agents and LLMs Vinay Samuel author Henry Peng Zou author Yue Zhou author Shreyas Chaudhari author Ashwin Kalyan author Tanmay Rajpurohit author Ameet Deshpande author Karthik R Narasimhan author Vishvak Murahari author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 samuel-etal-2025-personagym 10.18653/v1/2025.findings-emnlp.368 https://aclanthology.org/2025.findings-emnlp.368/ 2025-11 6999 7022 LM2Protein: A Structure-to-Token Protein Large Language Model Chang Zhou author Yuheng Shan author Pengan Chen author Xiangyu Shi author Zikang Wang author Yanting Li author Jiyue Jiang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-lm2protein 10.18653/v1/2025.findings-emnlp.369 https://aclanthology.org/2025.findings-emnlp.369/ 2025-11 7023 7029 How Well Can Reasoning Models Identify and Recover from Unhelpful Thoughts? Sohee Yang author Sang-Woo Lee author Nora Kassner author Daniela Gottesman author Sebastian Riedel author Mor Geva author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-well 10.18653/v1/2025.findings-emnlp.370 https://aclanthology.org/2025.findings-emnlp.370/ 2025-11 7030 7047 From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval Dohyeon Lee author Yeonseok Jeong author Seung-won Hwang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-token 10.18653/v1/2025.findings-emnlp.371 https://aclanthology.org/2025.findings-emnlp.371/ 2025-11 7048 7064 Locate-then-Merge: Neuron-Level Parameter Fusion for Mitigating Catastrophic Forgetting in Multimodal LLMs Zeping Yu author Sophia Ananiadou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-ananiadou-2025-locate 10.18653/v1/2025.findings-emnlp.372 https://aclanthology.org/2025.findings-emnlp.372/ 2025-11 7065 7078 Improving Influence-based Instruction Tuning Data Selection for Balanced Learning of Diverse Capabilities Qirun Dai author Dylan Zhang author Jiaqi W Ma author Hao Peng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dai-etal-2025-improving 10.18653/v1/2025.findings-emnlp.373 https://aclanthology.org/2025.findings-emnlp.373/ 2025-11 7079 7102 Diagnosing Moral Reasoning Acquisition in Language Models: Pragmatics and Generalization Guangliang Liu author Zimo Qi author Xitong Zhang author Lei Jiang author Kristen Johnson author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-diagnosing 10.18653/v1/2025.findings-emnlp.374 https://aclanthology.org/2025.findings-emnlp.374/ 2025-11 7103 7117 Discourse Heuristics For Paradoxically Moral Self-Correction Guangliang Liu author Zimo Qi author Xitong Zhang author Kristen Johnson author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-discourse 10.18653/v1/2025.findings-emnlp.375 https://aclanthology.org/2025.findings-emnlp.375/ 2025-11 7118 7132 Invisible Prompts, Visible Threats: Malicious Font Injection in External Resources for Large Language Models Junjie Xiong author Changjia Zhu author Shuhang Lin author Chong Zhang author Yongfeng Zhang author Yao Liu author Lingyao Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiong-etal-2025-invisible 10.18653/v1/2025.findings-emnlp.376 https://aclanthology.org/2025.findings-emnlp.376/ 2025-11 7133 7147 Turning the Tide: Repository-based Code Reflection Wei Zhang author Jian Yang author Jiaxi Yang author Ya Wang author Zhoujun Li author Zeyu Cui author Binyuan Hui author Junyang Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-turning 10.18653/v1/2025.findings-emnlp.377 https://aclanthology.org/2025.findings-emnlp.377/ 2025-11 7148 7164 Reinforcement Learning with Supervised Alignment João Luís Lins author Jia Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lins-xu-2025-reinforcement 10.18653/v1/2025.findings-emnlp.378 https://aclanthology.org/2025.findings-emnlp.378/ 2025-11 7165 7181 EmByte: Decomposition and Compression Learning for Small yet Private NLP Shenglan Li author Jia Xu author Mengjiao Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-embyte 10.18653/v1/2025.findings-emnlp.379 https://aclanthology.org/2025.findings-emnlp.379/ 2025-11 7182 7201 GUARD: Glocal Uncertainty-Aware Robust Decoding for Effective and Efficient Open-Ended Text Generation Yuanhao Ding author Esteban Garces Arias author Meimingwei Li author Julian Rodemann author Matthias Aßenmacher author Danlu Chen author Gaojuan Fan author Christian Heumann author Chongsheng Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ding-etal-2025-guard 10.18653/v1/2025.findings-emnlp.380 https://aclanthology.org/2025.findings-emnlp.380/ 2025-11 7202 7226 Efficiently Editing Mixture-of-Experts Models with Compressed Experts Yifei He author Yang Liu author Chen Liang author Hany Hassan Awadalla author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-efficiently 10.18653/v1/2025.findings-emnlp.381 https://aclanthology.org/2025.findings-emnlp.381/ 2025-11 7227 7238 FinGEAR: Financial Mapping-Guided Enhanced Answer Retrieval Ying Li author Mengyu Wang author Miguel de Carvalho author Sotirios Sabanis author Tiejun Ma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-fingear 10.18653/v1/2025.findings-emnlp.382 https://aclanthology.org/2025.findings-emnlp.382/ 2025-11 7239 7255 FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering Amirhossein Abaskohi author Spandana Gella author Giuseppe Carenini author Issam H Laradji author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 abaskohi-etal-2025-fm2ds 10.18653/v1/2025.findings-emnlp.383 https://aclanthology.org/2025.findings-emnlp.383/ 2025-11 7256 7282 SQUARE: Unsupervised Retrieval Adaptation via Synthetic Data Jinsung Yoon author Junhao Zeng author Sercan O Arik author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yoon-etal-2025-square 10.18653/v1/2025.findings-emnlp.384 https://aclanthology.org/2025.findings-emnlp.384/ 2025-11 7283 7297 Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs Che Liu author Cheng Ouyang author Zhongwei Wan author Haozhe Wang author Wenjia Bai author Rossella Arcucci author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-knowledge 10.18653/v1/2025.findings-emnlp.385 https://aclanthology.org/2025.findings-emnlp.385/ 2025-11 7298 7316 Seeing Race, Feeling Bias: Emotion Stereotyping in Multimodal Language Models Mahammed Kamruzzaman author Amanda Cercas Curry author Alba Cercas Curry author Flor Miriam Plaza-del-Arco author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kamruzzaman-etal-2025-seeing 10.18653/v1/2025.findings-emnlp.386 https://aclanthology.org/2025.findings-emnlp.386/ 2025-11 7317 7351 AdaptMerge: Inference Time Adaptive Visual and Language-Guided Token Merging for Efficient Large Multimodal Models Zahidul Islam author Mrigank Rochan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 islam-rochan-2025-adaptmerge 10.18653/v1/2025.findings-emnlp.387 https://aclanthology.org/2025.findings-emnlp.387/ 2025-11 7352 7361 Federated Retrieval-Augmented Generation: A Systematic Mapping Study Abhijit Chakraborty author Chahana Dahal author Vivek Gupta author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chakraborty-etal-2025-federated 10.18653/v1/2025.findings-emnlp.388 https://aclanthology.org/2025.findings-emnlp.388/ 2025-11 7362 7374 A Survey of Pun Generation: Datasets, Evaluations and Methodologies Yuchen Su author Yonghua Zhu author Ruofan Wang author Zijian Huang author Diana Benavides-Prado author Michael J Witbrock author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 su-etal-2025-survey 10.18653/v1/2025.findings-emnlp.389 https://aclanthology.org/2025.findings-emnlp.389/ 2025-11 7375 7395 Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations Mansour Al Ghanim author Jiaqi Xue author Rochana Prih Hastuti author Mengxin Zheng author Yan Solihin author Qian Lou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 al-ghanim-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.390 https://aclanthology.org/2025.findings-emnlp.390/ 2025-11 7396 7416 HDiff: Confidence-Guided Denoising Diffusion for Robust Hyper-relational Link Prediction Xiangfeng Luo author Ruoxin Zheng author Jianqiang Huang author Hang Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-hdiff 10.18653/v1/2025.findings-emnlp.391 https://aclanthology.org/2025.findings-emnlp.391/ 2025-11 7417 7434 Spotlighter: Revisiting Prompt Tuning from a Representative Mining View Yutong Gao author Maoyuan Shao author Xinyang Huang author Chuang Zhu author Yu Weng author Xuan Liu author Lijuan Sun author Guoshun Nan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gao-etal-2025-spotlighter 10.18653/v1/2025.findings-emnlp.392 https://aclanthology.org/2025.findings-emnlp.392/ 2025-11 7435 7449 Offloaded Reasoning: Efficient Inference for Large Language Models via Modular Reasoning and Refinement Ishan Jindal author Jayant Taneja author Badrinath Chandana author Vikas Kapur author Sachin Dev Sharma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jindal-etal-2025-offloaded 10.18653/v1/2025.findings-emnlp.393 https://aclanthology.org/2025.findings-emnlp.393/ 2025-11 7450 7458 Wait, We Don’t Need to “Wait”! Removing Thinking Tokens Improves Reasoning Efficiency Chenlong Wang author Yuanning Feng author Dongping Chen author Zhaoyang Chu author Ranjay Krishna author Tianyi Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-wait 10.18653/v1/2025.findings-emnlp.394 https://aclanthology.org/2025.findings-emnlp.394/ 2025-11 7459 7482 Towards Reverse Engineering of Language Models: A Survey Xinpeng Ti author Wentao Ye author Zhifang Zhang author Junbo Zhao author Chang Yao author Lei Feng author Haobo Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ti-etal-2025-towards 10.18653/v1/2025.findings-emnlp.395 https://aclanthology.org/2025.findings-emnlp.395/ 2025-11 7483 7502 LIFTED: Multimodal Clinical Trial Outcome Prediction via Large Language Models and Mixture-of-Experts Wenhao Zheng author Liaoyaqi Wang author Dongshen Peng author Hongxia Xu author Yun Li author Hongtu Zhu author Tianfan Fu author Huaxiu Yao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-lifted 10.18653/v1/2025.findings-emnlp.396 https://aclanthology.org/2025.findings-emnlp.396/ 2025-11 7503 7517 Addition in Four Movements: Mapping Layer-wise Information Trajectories in LLMs Yao Yan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yan-2025-addition 10.18653/v1/2025.findings-emnlp.397 https://aclanthology.org/2025.findings-emnlp.397/ 2025-11 7518 7532 CoMoE: Contrastive Representation for Mixture-of-Experts in Parameter-Efficient Fine-tuning Jinyuan Feng author ChaoPeng Wei author Tenghai Qiu author Tianyi Hu author Zhiqiang Pu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-comoe 10.18653/v1/2025.findings-emnlp.398 https://aclanthology.org/2025.findings-emnlp.398/ 2025-11 7533 7551 GuiLoMo: Allocating Experts and Ranks for LoRA-MoE via Bilevel Optimization with GuidedSelection Vectors Xinrong Chen author Hengyuan Zhang author Yingmin Qiu author Xiao Liang author Ziyue Li author Guanyu Wang author Weiping Li author Tong Mo author Hayden Kwok-Hay So author Ngai Wong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-guilomo 10.18653/v1/2025.findings-emnlp.399 https://aclanthology.org/2025.findings-emnlp.399/ 2025-11 7552 7567 Rotate, Clip, and Partition: Towards W2A4KV4 Quantization by Integrating Rotation and Learnable Non-uniform Quantizer Euntae Choi author Sumin Song author Woosang Lim author Sungjoo Yoo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choi-etal-2025-rotate 10.18653/v1/2025.findings-emnlp.400 https://aclanthology.org/2025.findings-emnlp.400/ 2025-11 7568 7590 Decoding in Latent Spaces for Efficient Inference in LLM-based Recommendation Chengbing Wang author Yang Zhang author Zhicheng Wang author Tianhao Shi author Keqin Bao author Fuli Feng author Tat-Seng Chua author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-decoding-latent 10.18653/v1/2025.findings-emnlp.401 https://aclanthology.org/2025.findings-emnlp.401/ 2025-11 7591 7603 Forget for Get: A Lightweight Two-phase Gradient Method for Knowledge Editing in Large Language Models Yanhong Li author Min Yang author Xiping Hu author Chengming Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-forget-get 10.18653/v1/2025.findings-emnlp.402 https://aclanthology.org/2025.findings-emnlp.402/ 2025-11 7604 7623 AutoEvolve: Automatically Evolving Queries for Applicable and Scalable Retrieval-Augmented Generation Benchmarking Ding-Chu Zhang author Xiaowen Zhang author Yue Fei author Renjun Hu author Xiao-Wen Yang author Zhi Zhou author Baixuan Li author Yu-Feng Li author Xing Shi author Wei Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-autoevolve 10.18653/v1/2025.findings-emnlp.403 https://aclanthology.org/2025.findings-emnlp.403/ 2025-11 7624 7639 Temporal Alignment of Time Sensitive Facts with Activation Engineering Sanjay Govindan author Maurice Pagnucco author Yang Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 govindan-etal-2025-temporal 10.18653/v1/2025.findings-emnlp.404 https://aclanthology.org/2025.findings-emnlp.404/ 2025-11 7640 7657 ChronoBias: A Benchmark for Evaluating Time-conditional Group Bias in the Time-sensitive Knowledge of Large Language Models Kyungmin Kim author Youngbin Choi author Hyounghun Kim author Dongwoo Kim author Sangdon Park author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-chronobias 10.18653/v1/2025.findings-emnlp.405 https://aclanthology.org/2025.findings-emnlp.405/ 2025-11 7658 7693 MC²: A Minimum-Coverage and Dataset-Agnostic Framework for Compositional Generalization of LLMs on Semantic Parsing Ziyao Xu author Zhe Yang author Houfeng Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-mc2 10.18653/v1/2025.findings-emnlp.406 https://aclanthology.org/2025.findings-emnlp.406/ 2025-11 7694 7706 Learning to Instruct: Fine-Tuning a Task-Aware Instruction Optimizer for Black-Box LLMs Yunzhe Qi author Jinjin Tian author Tianci Liu author Ruirui Li author Tianxin Wei author Hui Liu author Xianfeng Tang author Monica Xiao Cheng author Jingrui He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qi-etal-2025-learning 10.18653/v1/2025.findings-emnlp.407 https://aclanthology.org/2025.findings-emnlp.407/ 2025-11 7707 7733 Enriching Patent Claim Generation with European Patent Dataset Lekang Jiang author Chengzu Li author Stefan Goetz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiang-etal-2025-enriching 10.18653/v1/2025.findings-emnlp.408 https://aclanthology.org/2025.findings-emnlp.408/ 2025-11 7734 7751 StepKE: Stepwise Knowledge Editing for Multi-Hop Question Answering Jaewook Lee author Dahyun Jung author Heuiseok Lim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-stepke 10.18653/v1/2025.findings-emnlp.409 https://aclanthology.org/2025.findings-emnlp.409/ 2025-11 7752 7765 AutoDCWorkflow: LLM-based Data Cleaning Workflow Auto-Generation and Benchmark Lan Li author Liri Fang author Bertram Ludäscher author Vetle I Torvik author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-autodcworkflow 10.18653/v1/2025.findings-emnlp.410 https://aclanthology.org/2025.findings-emnlp.410/ 2025-11 7766 7780 Hidden Ghost Hand: Unveiling Backdoor Vulnerabilities in MLLM-Powered Mobile GUI Agents Pengzhou Cheng author Haowen Hu author Zheng Wu author Zongru Wu author Tianjie Ju author Daizong Ding author Zhuosheng Zhang author Gongshen Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheng-etal-2025-hidden 10.18653/v1/2025.findings-emnlp.411 https://aclanthology.org/2025.findings-emnlp.411/ 2025-11 7781 7805 Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning Zhuoyue Chen author Jihai Zhang author Ben Liu author Fangquan Lin author Wotao Yin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-scale 10.18653/v1/2025.findings-emnlp.412 https://aclanthology.org/2025.findings-emnlp.412/ 2025-11 7806 7817 Towards Efficient CoT Distillation: Self-Guided Rationale Selector for Better Performance with Fewer Rationales JianZhi Yan author Le Liu author Youcheng Pan author Shiwei Chen author Yang Xiang author Buzhou Tang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yan-etal-2025-towards 10.18653/v1/2025.findings-emnlp.413 https://aclanthology.org/2025.findings-emnlp.413/ 2025-11 7818 7835 GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder Seunghyuk Cho author Zhenyue Qin author Yang Liu author Youngbin Choi author Seungbeom Lee author Dongwoo Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cho-etal-2025-geodano 10.18653/v1/2025.findings-emnlp.414 https://aclanthology.org/2025.findings-emnlp.414/ 2025-11 7836 7851 Leveraging 3D Gaussian for Temporal Knowledge Graph Embedding Jiang Li author Xiangdong Su author Guanglai Gao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-leveraging-3d 10.18653/v1/2025.findings-emnlp.415 https://aclanthology.org/2025.findings-emnlp.415/ 2025-11 7852 7865 LLMAP: LLM-Assisted Multi-Objective Route Planning with User Preferences Liangqi Yuan author Dong-Jun Han author Christopher Brinton author Sabine Brunswicker author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yuan-etal-2025-llmap 10.18653/v1/2025.findings-emnlp.416 https://aclanthology.org/2025.findings-emnlp.416/ 2025-11 7866 7894 ZEBRA: Leveraging Model-Behavioral Knowledge for Zero-Annotation Preference Dataset Construction Jeesu Jung author Chanjun Park author Sangkeun Jung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jung-etal-2025-zebra 10.18653/v1/2025.findings-emnlp.417 https://aclanthology.org/2025.findings-emnlp.417/ 2025-11 7895 7911 Token Knowledge: A New Perspective For Knowledge in Large Language Models Jieyong Wang author Chunyao Song author Tingjian Ge author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-token-knowledge 10.18653/v1/2025.findings-emnlp.418 https://aclanthology.org/2025.findings-emnlp.418/ 2025-11 7912 7926 Adaptive Schema-aware Event Extraction with Retrieval-Augmented Generation Sheng Liang author Hang Lv author Zhihao Wen author Yaxiong Wu author Yongyue Zhang author Hao Wang author Yong Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liang-etal-2025-adaptive 10.18653/v1/2025.findings-emnlp.419 https://aclanthology.org/2025.findings-emnlp.419/ 2025-11 7927 7946 Enhancing Attributed Question Answering using Tailored Progressive Curriculum Learning Yuhan Chen author Bowei Zou author Yifan Fan author Yuchong Chen author Shujun Cao author Yu Hong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-enhancing-attributed 10.18653/v1/2025.findings-emnlp.420 https://aclanthology.org/2025.findings-emnlp.420/ 2025-11 7947 7956 REAR: Reinforced Reasoning Optimization for Event Argument Extraction with Relation-Aware Support Jianwen Luo author Yu Hong author Shuai Yang author Jianmin Yao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-rear 10.18653/v1/2025.findings-emnlp.421 https://aclanthology.org/2025.findings-emnlp.421/ 2025-11 7957 7972 COMI-LINGUA: Expert Annotated Large-Scale Dataset for Multitask NLP in Hindi-English Code-Mixing Rajvee Sheth author Himanshu Beniwal author Mayank Singh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sheth-etal-2025-comi 10.18653/v1/2025.findings-emnlp.422 https://aclanthology.org/2025.findings-emnlp.422/ 2025-11 7973 7992 Nine Ways to Break Copyright Law and Why Our LLM Won’t: A Fair Use Aligned Generation Framework Aakash Sen Sharma author Debdeep Sanyal author Priyansh Srivastava author Sundar Athreya H author Shirish Karande author Mohan Kankanhalli author Murari Mandal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sharma-etal-2025-nine 10.18653/v1/2025.findings-emnlp.423 https://aclanthology.org/2025.findings-emnlp.423/ 2025-11 7993 8023 InteractSpeech: A Speech Dialogue Interaction Corpus for Spoken Dialogue Model Yifu Chen author Shengpeng Ji author Ziqing Wang author Hanting Wang author Zhou Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-interactspeech 10.18653/v1/2025.findings-emnlp.424 https://aclanthology.org/2025.findings-emnlp.424/ 2025-11 8024 8033 Enhancing SQL Table Acquisition with Reverse Engineering for Text-to-SQL Shixin Liu author Haoyu Xu author Yu Hong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-enhancing-sql 10.18653/v1/2025.findings-emnlp.425 https://aclanthology.org/2025.findings-emnlp.425/ 2025-11 8034 8041 DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs Xiabin Zhou author Wenbin Wang author Minyan Zeng author Jiaxian Guo author Xuebo Liu author Li Shen author Min Zhang author Liang Ding author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-dynamickv 10.18653/v1/2025.findings-emnlp.426 https://aclanthology.org/2025.findings-emnlp.426/ 2025-11 8042 8057 ASD-iLLM:An Intervention Large Language Model for Autistic Children based on Real Clinical Dialogue Intervention Dataset Shuzhong Lai author Chenxi Li author Junhong Lai author Yucun Zhong author Chenyu Yan author Xiang Li author Haifeng Li author Gang Pan author Lin Yao author Yueming Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lai-etal-2025-asd 10.18653/v1/2025.findings-emnlp.427 https://aclanthology.org/2025.findings-emnlp.427/ 2025-11 8058 8079 GDLLM: A Global Distance-aware Modeling Approach Based on Large Language Models for Event Temporal Relation Extraction Jie Zhao author Wanting Ning author Yuxiao Fei author Yubo Feng author Lishuang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-gdllm 10.18653/v1/2025.findings-emnlp.428 https://aclanthology.org/2025.findings-emnlp.428/ 2025-11 8080 8091 More Tokens, Lower Precision: Towards the Optimal Token-Precision Trade-off in KV Cache Compression Jiebin Zhang author Dawei Zhu author Yifan Song author Wenhao Wu author Chuqiao Kuang author Xiaoguang Li author Lifeng Shang author Qun Liu author Sujian Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-tokens 10.18653/v1/2025.findings-emnlp.429 https://aclanthology.org/2025.findings-emnlp.429/ 2025-11 8092 8105 cAST: Enhancing Code Retrieval-Augmented Generation with Structural Chunking via Abstract Syntax Tree Yilin Zhang author Xinran Zhao author Zora Zhiruo Wang author Chenyang Yang author Jiayi Wei author Tongshuang Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-cast 10.18653/v1/2025.findings-emnlp.430 https://aclanthology.org/2025.findings-emnlp.430/ 2025-11 8106 8116 A Group Fairness Lens for Large Language Models Guanqun Bi author Yuqiang Xie author Lei Shen author Yanan Cao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bi-etal-2025-group 10.18653/v1/2025.findings-emnlp.431 https://aclanthology.org/2025.findings-emnlp.431/ 2025-11 8117 8139 VLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected Training Zhanpeng Chen author Chengjin Xu author Yiyan Qi author Xuhui Jiang author Jian Guo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-vlm 10.18653/v1/2025.findings-emnlp.432 https://aclanthology.org/2025.findings-emnlp.432/ 2025-11 8140 8158 Rethinking DPO: The Role of Rejected Responses in Preference Misalignment Jae Hyeon Cho author JunHyeok Oh author Myunsoo Kim author Byung-Jun Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cho-etal-2025-rethinking 10.18653/v1/2025.findings-emnlp.433 https://aclanthology.org/2025.findings-emnlp.433/ 2025-11 8159 8176 Enhancing Recommendation Explanations through User-Centric Refinement Jingsen Zhang author Zihang Tian author Xueyang Feng author Xu Chen author Chong Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-enhancing-recommendation 10.18653/v1/2025.findings-emnlp.434 https://aclanthology.org/2025.findings-emnlp.434/ 2025-11 8177 8191 Distributional Surgery for Language Model Activations Bao Nguyen author Binh Nguyen author Duy Nguyen author Viet Anh Nguyen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nguyen-etal-2025-distributional 10.18653/v1/2025.findings-emnlp.435 https://aclanthology.org/2025.findings-emnlp.435/ 2025-11 8192 8212 Improving Alignment in LVLMs with Debiased Self-Judgment Sihan Yang author Chenhang Cui author Zihao Zhao author Yiyang Zhou author Weilong Yan author Ying Wei author Huaxiu Yao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-improving 10.18653/v1/2025.findings-emnlp.436 https://aclanthology.org/2025.findings-emnlp.436/ 2025-11 8213 8232 Low-Confidence Gold: Refining Low-Confidence Samples for Efficient Instruction Tuning Hongyi Cai author Jie Li author Mohammad Mahdinur Rahman author Wenzhen Dong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cai-etal-2025-low 10.18653/v1/2025.findings-emnlp.437 https://aclanthology.org/2025.findings-emnlp.437/ 2025-11 8233 8240 Safeguarding Privacy of Retrieval Data against Membership Inference Attacks: Is This Query Too Close to Home? Yujin Choi author Youngjoo Park author Junyoung Byun author Jaewook Lee author Jinseong Park author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choi-etal-2025-safeguarding 10.18653/v1/2025.findings-emnlp.438 https://aclanthology.org/2025.findings-emnlp.438/ 2025-11 8241 8258 Causal-LLM: A Unified One-Shot Framework for Prompt- and Data-Driven Causal Graph Discovery Amartya Roy author N Devharish author Shreya Ganguly author Kripabandhu Ghosh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 roy-etal-2025-causal 10.18653/v1/2025.findings-emnlp.439 https://aclanthology.org/2025.findings-emnlp.439/ 2025-11 8259 8279 LRPLAN: A Multi-Agent Collaboration of Large Language and Reasoning Models for Planning with Implicit & Explicit Constraints T Karthikeyan author Om Dehlan author Mausam author Manish Gupta author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 karthikeyan-etal-2025-lrplan 10.18653/v1/2025.findings-emnlp.440 https://aclanthology.org/2025.findings-emnlp.440/ 2025-11 8280 8310 DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective Dengyun Peng author Yuhang Zhou author Qiguang Chen author JinHao Liu author Jingjing Chen author Libo Qin author Wanxiang Che author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 peng-etal-2025-dlpo 10.18653/v1/2025.findings-emnlp.441 https://aclanthology.org/2025.findings-emnlp.441/ 2025-11 8311 8334 Towards Robust Few-Shot Relation Classification: Incorporating Relation Description with Agreement Mengting Hu author Jianfeng Wu author Ming Jiang author Yalan Xie author Zhunheng Wang author Rui Ying author Xiaoyi Liu author Ruixuan Xu author Hang Gao author Renhong Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-towards 10.18653/v1/2025.findings-emnlp.442 https://aclanthology.org/2025.findings-emnlp.442/ 2025-11 8335 8349 For a Fistful of Puns: Evaluating a Puns in Multiword Expressions Identification Algorithm Without Dedicated Dataset Julien Bezançon author Gaël Lejeune author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bezancon-lejeune-2025-fistful 10.18653/v1/2025.findings-emnlp.443 https://aclanthology.org/2025.findings-emnlp.443/ 2025-11 8350 8370 Watermarking for Factuality: Guiding Vision-Language Models Toward Truth via Tri-layer Contrastive Decoding Kyungryul Back author Seongbeom Park author Milim Kim author Mincheol Kwon author SangHyeok Lee author Hyunyoung Lee author Junhee Cho author Seunghyun Park author Jinkyu Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 back-etal-2025-watermarking 10.18653/v1/2025.findings-emnlp.444 https://aclanthology.org/2025.findings-emnlp.444/ 2025-11 8371 8387 Are the Reasoning Models Good at Automated Essay Scoring? Lui Yoshida author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yoshida-2025-reasoning 10.18653/v1/2025.findings-emnlp.445 https://aclanthology.org/2025.findings-emnlp.445/ 2025-11 8388 8394 Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration Donghee Han author Hwanjun Song author Mun Yong Yi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-rethinking 10.18653/v1/2025.findings-emnlp.446 https://aclanthology.org/2025.findings-emnlp.446/ 2025-11 8395 8419 RefVNLI: Towards Scalable Evaluation of Subject-driven Text-to-image Generation Aviv Slobodkin author Hagai Taitelbaum author Yonatan Bitton author Brian Gordon author Michal Sokolik author Nitzan Bitton Guetta author Almog Gueta author Royi Rassin author Dani Lischinski author Idan Szpektor author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 slobodkin-etal-2025-refvnli 10.18653/v1/2025.findings-emnlp.447 https://aclanthology.org/2025.findings-emnlp.447/ 2025-11 8420 8438 What data should I include in my POS tagging training set? Zoey Liu author Masoud Jasbi author Christan Grant author Kenji Sagae author Emily Prud’hommeaux author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-data-include 10.18653/v1/2025.findings-emnlp.448 https://aclanthology.org/2025.findings-emnlp.448/ 2025-11 8439 8455 AttnComp: Attention-Guided Adaptive Context Compression for Retrieval-Augmented Generation Lvzhou Luo author Yixuan Cao author Ping Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-attncomp 10.18653/v1/2025.findings-emnlp.449 https://aclanthology.org/2025.findings-emnlp.449/ 2025-11 8456 8472 SafeInt: Shielding Large Language Models from Jailbreak Attacks via Safety-Aware Representation Intervention Jiaqi Wu author Chen Chen author Chunyan Hou author Xiaojie Yuan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-safeint 10.18653/v1/2025.findings-emnlp.450 https://aclanthology.org/2025.findings-emnlp.450/ 2025-11 8473 8488 Staged Knowledge Distillation Through Least-to-Most Prompting: Optimizing Teacher Guidance via Difficulty-Aware Training Mengxiang Zhang author Lingyuan Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-liu-2025-staged 10.18653/v1/2025.findings-emnlp.451 https://aclanthology.org/2025.findings-emnlp.451/ 2025-11 8489 8501 LLM Distillation for Efficient Few-Shot Multiple Choice Question Answering Patrick Sutanto author Joan Santoso author Esther Irawati Setiawan author Aji Prasetya Wibawa author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sutanto-etal-2025-llm 10.18653/v1/2025.findings-emnlp.452 https://aclanthology.org/2025.findings-emnlp.452/ 2025-11 8502 8530 Teaching LLMs to Plan, Not Just Solve: Plan Learning Boosts LLMs Generalization in Reasoning Tasks Tianlong Wang author Junzhe Chen author Weibin Liao author Xueting Han author Jing Bai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-teaching 10.18653/v1/2025.findings-emnlp.453 https://aclanthology.org/2025.findings-emnlp.453/ 2025-11 8531 8545 FedCoT: Federated Chain-of-Thought Distillation for Large Language Models Tao Fan author Weijing Chen author Yan Kang author Guoqiang Ma author Hanlin Gu author Yuanfeng Song author Lixin Fan author Qiang Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fan-etal-2025-fedcot 10.18653/v1/2025.findings-emnlp.454 https://aclanthology.org/2025.findings-emnlp.454/ 2025-11 8546 8557 SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning Yue Xin author Chen Shen author Shaotian Yan author Xiaosong Yuan author Yaoming Wang author Xiaofeng Zhang author Chenxi Huang author Jieping Ye author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xin-etal-2025-salamander 10.18653/v1/2025.findings-emnlp.455 https://aclanthology.org/2025.findings-emnlp.455/ 2025-11 8558 8577 Representing LLMs in Prompt Semantic Task Space Idan Kashani author Avi Mendelson author Yaniv Nemcovsky author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kashani-etal-2025-representing 10.18653/v1/2025.findings-emnlp.456 https://aclanthology.org/2025.findings-emnlp.456/ 2025-11 8578 8597 PersLLM: A Personified Training Approach for Large Language Models Zheni Zeng author Jiayi Chen author Huimin Chen author Yukun Yan author Yuxuan Chen author Zhenghao Liu author Zhiyuan Liu author Maosong Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-persllm 10.18653/v1/2025.findings-emnlp.457 https://aclanthology.org/2025.findings-emnlp.457/ 2025-11 8598 8617 The Illusion of Randomness: How LLMs Fail to Emulate Stochastic Decision-Making in Rock-Paper-Scissors Games? Zihao Guo author Hongtao Lv author Chaoli Zhang author Yibowen Zhao author Yixin Zhang author Lizhen Cui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-illusion 10.18653/v1/2025.findings-emnlp.458 https://aclanthology.org/2025.findings-emnlp.458/ 2025-11 8618 8637 DAPE-BR: Distance-Aware Positional Encoding for Mitigating Object Hallucination in LVLMs Mingrui Xie author Tianxiang Xu author Qianhai Tang author Shanming Yao author Xiaofeng Zhang author Junliang Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xie-etal-2025-dape 10.18653/v1/2025.findings-emnlp.459 https://aclanthology.org/2025.findings-emnlp.459/ 2025-11 8638 8649 From Confidence to Collapse in LLM Factual Robustness Alina Fastowski author Bardh Prenkaj author Gjergji Kasneci author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fastowski-etal-2025-confidence 10.18653/v1/2025.findings-emnlp.460 https://aclanthology.org/2025.findings-emnlp.460/ 2025-11 8650 8667 CtrlNews: LLM-based Multi-Agent Controllable News Writing via Knowledge Gravitational Field Yifei Xu author Yingjie Zong author Wang Zhonghua author Sirui Wu author Yuan Rao author Dan Zhang author Shuiguang Deng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-ctrlnews 10.18653/v1/2025.findings-emnlp.461 https://aclanthology.org/2025.findings-emnlp.461/ 2025-11 8668 8705 Joint Enhancement of Relational Reasoning for Long-Context LLMs Zhirui Chen author Wei Shen author Jiashui Huang author Ling Shao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-joint 10.18653/v1/2025.findings-emnlp.462 https://aclanthology.org/2025.findings-emnlp.462/ 2025-11 8706 8720 Training Medical QA Models Based on Mixed Rewards from Multiple-Choice and Open-Ended Questions Yue Qiu author Yujan Ting author Pei Dong author Terrence Chen author Weijing Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qiu-etal-2025-training 10.18653/v1/2025.findings-emnlp.463 https://aclanthology.org/2025.findings-emnlp.463/ 2025-11 8721 8729 Rethink Rumor Detection in the Era of LLMs: A Review Chang Yang author Peng Zhang author Jing Zhang author Hui Gao author Changhao Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-rethink 10.18653/v1/2025.findings-emnlp.464 https://aclanthology.org/2025.findings-emnlp.464/ 2025-11 8730 8749 ScholarBench: A Bilingual Benchmark for Abstraction, Comprehension, and Reasoning Evaluation in Academic Contexts Dongwon Noh author Donghyeok Koh author Junghun Yuk author Gyuwan Kim author Jae Yong Lee author KyungTae Lim author Cheoneum Park author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 noh-etal-2025-scholarbench 10.18653/v1/2025.findings-emnlp.465 https://aclanthology.org/2025.findings-emnlp.465/ 2025-11 8750 8782 MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation Jungyeon Lee author Lee Kangmin author Taeuk Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-magic 10.18653/v1/2025.findings-emnlp.466 https://aclanthology.org/2025.findings-emnlp.466/ 2025-11 8783 8803 Align Attention Heads Before Merging Them: An Effective Way for Converting MHA to GQA Qingyun Jin author Xiaohui Song author Feng Zhou author Zengchang Qin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jin-etal-2025-align 10.18653/v1/2025.findings-emnlp.467 https://aclanthology.org/2025.findings-emnlp.467/ 2025-11 8804 8816 DRBO: Mitigating the Bottleneck Effect via Dynamic Reward Balancing in Multi-reward LLM Optimization Nuo Chen author Yufei Gao author Yongnan Jin author Yan Hu author Anningzhe Gao author Lingyong Yan author Benyou Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-drbo 10.18653/v1/2025.findings-emnlp.468 https://aclanthology.org/2025.findings-emnlp.468/ 2025-11 8817 8841 Enhancing LLM Knowledge Learning through Generalization Mingkang Zhu author Xi Chen author Zhongdao Wang author Bei Yu author Hengshuang Zhao author Jiaya Jia author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-enhancing 10.18653/v1/2025.findings-emnlp.469 https://aclanthology.org/2025.findings-emnlp.469/ 2025-11 8842 8855 FastCuRL: Curriculum Reinforcement Learning with Stage-wise Context Scaling for Efficient Training R1-like Reasoning Models Mingyang Song author Mao Zheng author Zheng Li author Wenjie Yang author Xuan Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-fastcurl 10.18653/v1/2025.findings-emnlp.470 https://aclanthology.org/2025.findings-emnlp.470/ 2025-11 8856 8866 TR-MTEB: A Comprehensive Benchmark and Embedding Model Suite for Turkish Sentence Representations Mehmet Selman Baysan author Tunga Gungor author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 baysan-gungor-2025-tr 10.18653/v1/2025.findings-emnlp.471 https://aclanthology.org/2025.findings-emnlp.471/ 2025-11 8867 8887 ImpRAG: Retrieval-Augmented Generation with Implicit Queries Wenzheng Zhang author Xi Victoria Lin author Karl Stratos author Wen-tau Yih author Mingda Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-imprag 10.18653/v1/2025.findings-emnlp.472 https://aclanthology.org/2025.findings-emnlp.472/ 2025-11 8888 8900 HEAL: A Hypothesis-Based Preference-Aware Analysis Framework Yifu Huo author Chenglong Wang author Qiren Zhu author Shunjie Xing author Tong Xiao author Chunliang Zhang author Tongran Liu author JingBo Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huo-etal-2025-heal 10.18653/v1/2025.findings-emnlp.473 https://aclanthology.org/2025.findings-emnlp.473/ 2025-11 8901 8919 A Survey of Multilingual Reasoning in Language Models Akash Ghosh author Debayan Datta author Sriparna Saha author Chirag Agarwal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ghosh-etal-2025-survey 10.18653/v1/2025.findings-emnlp.474 https://aclanthology.org/2025.findings-emnlp.474/ 2025-11 8920 8936 CLEAR: A Framework Enabling Large Language Models to Discern Confusing Legal Paragraphs Qi Xu author Qian Liu author Hao Fei author Hang Yu author Shuhao Guan author Xiao Wei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-clear 10.18653/v1/2025.findings-emnlp.475 https://aclanthology.org/2025.findings-emnlp.475/ 2025-11 8937 8953 NAP2: A Benchmark for Naturalness and Privacy-Preserving Text Rewriting by Learning from Human Shuo Huang author William Maclean author Xiaoxi Kang author Qiongkai Xu author Zhuang Li author Xingliang Yuan author Gholamreza Haffari author Lizhen Qu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-nap2 10.18653/v1/2025.findings-emnlp.476 https://aclanthology.org/2025.findings-emnlp.476/ 2025-11 8954 8970 Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents Long Li author Weiwen Xu author Jiayan Guo author Ruochen Zhao author Xingxuan Li author Yuqian Yuan author Boqiang Zhang author Yuming Jiang author Yifei Xin author Ronghao Dang author Yu Rong author Deli Zhao author Tian Feng author Lidong Bing author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-chain-ideas 10.18653/v1/2025.findings-emnlp.477 https://aclanthology.org/2025.findings-emnlp.477/ 2025-11 8971 9004 Unveiling Multimodal Processing: Exploring Activation Patterns in Multimodal LLMs for Interpretability and Efficiency Chuan Wu author Meng Su author Youxuan Fang author Shaolin Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-unveiling-multimodal 10.18653/v1/2025.findings-emnlp.478 https://aclanthology.org/2025.findings-emnlp.478/ 2025-11 9005 9016 Self-Supervised Prompt Optimization Jinyu Xiang author Jiayi Zhang author Zhaoyang Yu author Xinbing Liang author Fengwei Teng author Jinhao Tu author Fashen Ren author Xiangru Tang author Sirui Hong author Chenglin Wu author Yuyu Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiang-etal-2025-self-supervised 10.18653/v1/2025.findings-emnlp.479 https://aclanthology.org/2025.findings-emnlp.479/ 2025-11 9017 9041 Polish-English medical knowledge transfer: A new benchmark and results Łukasz Grzybowski author Jakub Pokrywka author Michał Ciesiółka author Jeremi Ignacy Kaczmarek author Marek Kubis author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 grzybowski-etal-2025-polish 10.18653/v1/2025.findings-emnlp.480 https://aclanthology.org/2025.findings-emnlp.480/ 2025-11 9042 9063 Hard Negatives, Hard Lessons: Revisiting Training Data Quality for Robust Information Retrieval with LLMs Nandan Thakur author Crystina Zhang author Xueguang Ma author Jimmy Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 thakur-etal-2025-hard 10.18653/v1/2025.findings-emnlp.481 https://aclanthology.org/2025.findings-emnlp.481/ 2025-11 9064 9083 EventRelBench: A Comprehensive Benchmark for Evaluating Event Relation Understanding in Large Language Models Jie Gong author Biaoshuai Zheng author Qiwang Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gong-etal-2025-eventrelbench 10.18653/v1/2025.findings-emnlp.482 https://aclanthology.org/2025.findings-emnlp.482/ 2025-11 9084 9099 S2LPP: Small-to-Large Prompt Prediction across LLMs Liang Cheng author Tianyi Li author Zhaowei Wang author Mark Steedman author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheng-etal-2025-s2lpp 10.18653/v1/2025.findings-emnlp.483 https://aclanthology.org/2025.findings-emnlp.483/ 2025-11 9100 9115 DroidCall: A Dataset for LLM-powered Android Intent Invocation Weikai Xie author Li Zhang author Shihe Wang author Rongjie Yi author Mengwei Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xie-etal-2025-droidcall 10.18653/v1/2025.findings-emnlp.484 https://aclanthology.org/2025.findings-emnlp.484/ 2025-11 9116 9134 Tool Zero: Training Tool-Augmented LLMs via Pure RL from Scratch Yirong Zeng author Xiao Ding author Yutai Hou author Yuxian Wang author Li Du author Juyi Dai author Qiuyang Ding author Duyu Tang author Dandan Tu author Weiwen Liu author Bing Qin author Ting Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-tool 10.18653/v1/2025.findings-emnlp.485 https://aclanthology.org/2025.findings-emnlp.485/ 2025-11 9135 9147 INREACT: An Inspire-Then-Reinforce Training Framework For Multimodal GUI Agent Yuanlei Wang author Liuzhou Zhang author Haohao Luo author Ying Shen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-inreact 10.18653/v1/2025.findings-emnlp.486 https://aclanthology.org/2025.findings-emnlp.486/ 2025-11 9148 9160 Facts Fade Fast: Evaluating Memorization of Outdated Medical Knowledge in Large Language Models Juraj Vladika author Mahdi Dhaini author Florian Matthes author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 vladika-etal-2025-facts 10.18653/v1/2025.findings-emnlp.487 https://aclanthology.org/2025.findings-emnlp.487/ 2025-11 9161 9174 Zero-Shot Privacy-Aware Text Rewriting via Iterative Tree Search Shuo Huang author Xingliang Yuan author Gholamreza Haffari author Lizhen Qu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-zero 10.18653/v1/2025.findings-emnlp.488 https://aclanthology.org/2025.findings-emnlp.488/ 2025-11 9175 9190 KoLEG: On-the-Fly Korean Legal Knowledge Editing with Continuous Retrieval Jaehyung Seo author Dahyun Jung author Jaewook Lee author Yongchan Chun author Dongjun Kim author Hwijung Ryu author Donghoon Shin author Heuiseok Lim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 seo-etal-2025-koleg 10.18653/v1/2025.findings-emnlp.489 https://aclanthology.org/2025.findings-emnlp.489/ 2025-11 9191 9217 HARE: an entity and relation centric evaluation framework for histopathology reports Yunsoo Kim author Michal Wen Sheue Ong author Alex Shavick author Honghan Wu author Adam P Levine author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-hare 10.18653/v1/2025.findings-emnlp.490 https://aclanthology.org/2025.findings-emnlp.490/ 2025-11 9218 9233 VeriFastScore: Speeding up long-form factuality evaluation Rishanth Rajendhran author Amir Zadeh author Matthew Sarte author Chuan Li author Mohit Iyyer author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rajendhran-etal-2025-verifastscore 10.18653/v1/2025.findings-emnlp.491 https://aclanthology.org/2025.findings-emnlp.491/ 2025-11 9234 9259 B-REASO: A Multi-Level Multi-Faceted Bengali Evaluation Suite for Foundation Models Md Tanzib Hosain author Md Kishor Morol author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hosain-morol-2025-b 10.18653/v1/2025.findings-emnlp.492 https://aclanthology.org/2025.findings-emnlp.492/ 2025-11 9260 9274 Extracting Conceptual Spaces from LLMs Using Prototype Embeddings Nitesh Kumar author Usashi Chatterjee author Steven Schockaert author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kumar-etal-2025-extracting 10.18653/v1/2025.findings-emnlp.493 https://aclanthology.org/2025.findings-emnlp.493/ 2025-11 9275 9298 FC-Attack: Jailbreaking Multimodal Large Language Models via Auto-Generated Flowcharts Ziyi Zhang author Zhen Sun author Zongmin Zhang author Jihui Guo author Xinlei He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-fc 10.18653/v1/2025.findings-emnlp.494 https://aclanthology.org/2025.findings-emnlp.494/ 2025-11 9299 9316 Multilingual Data Filtering using Synthetic Data from Large Language Models Jonas Waldendorf author Barry Haddow author Alexandra Birch author Mateusz Klimaszewski author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 waldendorf-etal-2025-multilingual 10.18653/v1/2025.findings-emnlp.495 https://aclanthology.org/2025.findings-emnlp.495/ 2025-11 9317 9334 SAFE: A Sparse Autoencoder-Based Framework for Robust Query Enrichment and Hallucination Mitigation in LLMs Samir Abdaljalil author Filippo Pallucchini author Andrea Seveso author Hasan Kurban author Fabio Mercorio author Erchin Serpedin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 abdaljalil-etal-2025-safe 10.18653/v1/2025.findings-emnlp.496 https://aclanthology.org/2025.findings-emnlp.496/ 2025-11 9335 9346 Soteria: Language-Specific Functional Parameter Steering for Multilingual Safety Alignment Somnath Banerjee author Sayan Layek author Pratyush Chatterjee author Animesh Mukherjee author Rima Hazra author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 banerjee-etal-2025-soteria 10.18653/v1/2025.findings-emnlp.497 https://aclanthology.org/2025.findings-emnlp.497/ 2025-11 9347 9364 LLMs as a synthesis between symbolic and distributed approaches to language Gemma Boleda author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 boleda-2025-llms 10.18653/v1/2025.findings-emnlp.498 https://aclanthology.org/2025.findings-emnlp.498/ 2025-11 9365 9379 MIND: Towards Immersive Psychological Healing with Multi-Agent Inner Dialogue Yujia Chen author Changsong Li author Yiming Wang author Tianjie Ju author Qingqing Xiao author Nan Zhang author Zifan Kong author Peng Wang author Binyu Yan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-mind 10.18653/v1/2025.findings-emnlp.499 https://aclanthology.org/2025.findings-emnlp.499/ 2025-11 9380 9413 A Monte-Carlo Sampling Framework For Reliable Evaluation of Large Language Models Using Behavioral Analysis Davood Wadi author Marc Fredette author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wadi-fredette-2025-monte 10.18653/v1/2025.findings-emnlp.500 https://aclanthology.org/2025.findings-emnlp.500/ 2025-11 9414 9432 Understanding How Value Neurons Shape the Generation of Specified Values in LLMs Yi Su author Jiayi Zhang author Shu Yang author Xinhai Wang author Lijie Hu author Di Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 su-etal-2025-understanding 10.18653/v1/2025.findings-emnlp.501 https://aclanthology.org/2025.findings-emnlp.501/ 2025-11 9433 9452 Likelihood Variance as Text Importance for Resampling Texts to Map Language Models Momose Oyama author Ryo Kishino author Hiroaki Yamagiwa author Hidetoshi Shimodaira author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 oyama-etal-2025-likelihood 10.18653/v1/2025.findings-emnlp.502 https://aclanthology.org/2025.findings-emnlp.502/ 2025-11 9453 9465 Think Twice, Generate Once: Safeguarding by Progressive Self-Reflection Hoang Phan author Victor Li author Qi Lei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 phan-etal-2025-think 10.18653/v1/2025.findings-emnlp.503 https://aclanthology.org/2025.findings-emnlp.503/ 2025-11 9466 9483 Efficient Integration of External Knowledge to LLM-based World Models via Retrieval-Augmented Generation and Reinforcement Learning Chang Yang author Xinrun Wang author Qinggang Zhang author Qi Jiang author Xiao Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-efficient 10.18653/v1/2025.findings-emnlp.504 https://aclanthology.org/2025.findings-emnlp.504/ 2025-11 9484 9501 Comparing Apples to Oranges: A Dataset & Analysis of LLM Humour Understanding from Traditional Puns to Topical Jokes Tyler Loakman author William Thorne author Chenghua Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 loakman-etal-2025-comparing 10.18653/v1/2025.findings-emnlp.505 https://aclanthology.org/2025.findings-emnlp.505/ 2025-11 9502 9518 Modeling, Evaluating, and Embodying Personality in LLMs: A Survey Iago Alves Brito author Julia Soares Dollis author Fernanda Bufon Färber author Pedro Schindler Freire Brasil Ribeiro author Rafael Teixeira Sousa author Arlindo Rodrigues Galvão Filho author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 brito-etal-2025-modeling 10.18653/v1/2025.findings-emnlp.506 https://aclanthology.org/2025.findings-emnlp.506/ 2025-11 9519 9532 Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry Shanshan Wang author Junchao Wu author Fengying Ye author Derek F Wong author Jingming Yao author Lidia S Chao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-benchmarking 10.18653/v1/2025.findings-emnlp.507 https://aclanthology.org/2025.findings-emnlp.507/ 2025-11 9533 9552 Leveraging the Cross-Domain & Cross-Linguistic Corpus for Low Resource NMT: A Case Study On Bhili-Hindi-English Parallel Corpus Pooja Singh author Shashwat Bhardwaj author Vaibhav Sharma author Sandeep Kumar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 singh-etal-2025-leveraging 10.18653/v1/2025.findings-emnlp.508 https://aclanthology.org/2025.findings-emnlp.508/ 2025-11 9553 9579 Creative Preference Optimization Mete Ismayilzada author Antonio Laverghetta Jr. author Simone A Luchini author Reet Patel author Antoine Bosselut author Lonneke Van Der Plas author Roger E Beaty author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ismayilzada-etal-2025-creative 10.18653/v1/2025.findings-emnlp.509 https://aclanthology.org/2025.findings-emnlp.509/ 2025-11 9580 9609 Assistant-Guided Mitigation of Teacher Preference Bias in LLM-as-a-Judge Zhuo Liu author Moxin Li author Xun Deng author Qifan Wang author Fuli Feng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-assistant 10.18653/v1/2025.findings-emnlp.510 https://aclanthology.org/2025.findings-emnlp.510/ 2025-11 9610 9631 Uplift-RAG: Uplift-Driven Knowledge Preference Alignment for Retrieval-Augmented Generation Changle Qu author Sunhao Dai author Hengyi Cai author Yiyang Cheng author Jun Xu author Shuaiqiang Wang author Dawei Yin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qu-etal-2025-uplift 10.18653/v1/2025.findings-emnlp.511 https://aclanthology.org/2025.findings-emnlp.511/ 2025-11 9632 9644 Sugar-Coated Poison: Benign Generation Unlocks Jailbreaking Yuhang Wu author Yu-Jie Xiong author Hao Zhang author Jia-Chen Zhang author Zheng Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-sugar 10.18653/v1/2025.findings-emnlp.512 https://aclanthology.org/2025.findings-emnlp.512/ 2025-11 9645 9665 DivScene: Towards Open-Vocabulary Object Navigation with Large Vision Language Models in Diverse Scenes Zhaowei Wang author Hongming Zhang author Tianqing Fang author Ye Tian author Yue Yang author Kaixin Ma author Xiaoman Pan author Yangqiu Song author Dong Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-divscene 10.18653/v1/2025.findings-emnlp.513 https://aclanthology.org/2025.findings-emnlp.513/ 2025-11 9666 9686 Data-scarce Behavior Editing of Language Models Joykirat Singh author Subhabrata Dutta author Tanmoy Chakraborty author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 singh-etal-2025-data 10.18653/v1/2025.findings-emnlp.514 https://aclanthology.org/2025.findings-emnlp.514/ 2025-11 9687 9701 FIER: Fine-Grained and Efficient KV Cache Retrieval for Long-context LLM Inference Dongwei Wang author Zijie Liu author Song Wang author Yuxin Ren author Jianing Deng author Jingtong Hu author Tianlong Chen author Huanrui Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-fier 10.18653/v1/2025.findings-emnlp.515 https://aclanthology.org/2025.findings-emnlp.515/ 2025-11 9702 9713 SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditions Massa Baali author Sarthak Bisht author Francisco Teixeira author Kateryna Shapovalenko author Rita Singh author Bhiksha Raj author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 baali-etal-2025-sveritas 10.18653/v1/2025.findings-emnlp.516 https://aclanthology.org/2025.findings-emnlp.516/ 2025-11 9714 9731 CAARMA: Class Augmentation with Adversarial Mixup Regularization Massa Baali author Xiang Li author Hao Chen author Syed Abdul Hannan author Rita Singh author Bhiksha Raj author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 baali-etal-2025-caarma 10.18653/v1/2025.findings-emnlp.517 https://aclanthology.org/2025.findings-emnlp.517/ 2025-11 9732 9742 Bringing Pedagogy into Focus: Evaluating Virtual Teaching Assistants’ Question-Answering in Asynchronous Learning Environments Li Siyan author Zhen Xu author Vethavikashini Chithrra Raghuram author Xuanming Zhang author Renzhe Yu author Zhou Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 siyan-etal-2025-bringing 10.18653/v1/2025.findings-emnlp.518 https://aclanthology.org/2025.findings-emnlp.518/ 2025-11 9743 9774 Demystifying Multilingual Reasoning in Process Reward Modeling Weixuan Wang author Minghao Wu author Barry Haddow author Alexandra Birch author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-demystifying-multilingual 10.18653/v1/2025.findings-emnlp.519 https://aclanthology.org/2025.findings-emnlp.519/ 2025-11 9775 9788 BehaviorSFT: Behavioral Token Conditioning for Health Agents Across the Proactivity Spectrum Yubin Kim author Zhiyuan Hu author Hyewon Jeong author Eugene W Park author Shuyue Stella Li author Chanwoo Park author Shiyun Xiong author MingYu Lu author Hyeonhoon Lee author Xin Liu author Daniel McDuff author Cynthia Breazeal author Samir Tulebaev author Hae Won Park author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-behaviorsft 10.18653/v1/2025.findings-emnlp.520 https://aclanthology.org/2025.findings-emnlp.520/ 2025-11 9789 9817 LaMP-Cap: Personalized Figure Caption Generation With Multimodal Figure Profiles Ho Yin Sam Ng author Edward Hsu author Aashish Anantha Ramakrishnan author Branislav Kveton author Nedim Lipka author Franck Dernoncourt author Dongwon Lee author Tong Yu author Sungchul Kim author Ryan A Rossi author Ting-Hao Kenneth Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ng-etal-2025-lamp 10.18653/v1/2025.findings-emnlp.521 https://aclanthology.org/2025.findings-emnlp.521/ 2025-11 9818 9832 Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation Weitao Li author Xiangyu Zhang author Kaiming Liu author Xuanyu Lei author Weizhi Ma author Yang Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-efficient-dynamic 10.18653/v1/2025.findings-emnlp.522 https://aclanthology.org/2025.findings-emnlp.522/ 2025-11 9833 9849 HebID: Detecting Social Identities in Hebrew-language Political Text Guy Mor-Lan author Naama Rivlin-Angert author Yael R Kaplan author Tamir Sheafer author Shaul R Shenhav author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mor-lan-etal-2025-hebid 10.18653/v1/2025.findings-emnlp.523 https://aclanthology.org/2025.findings-emnlp.523/ 2025-11 9850 9870 Dub-S2ST: Textless Speech-to-Speech Translation for Seamless Dubbing Jeongsoo Choi author Jaehun Kim author Joon Son Chung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choi-etal-2025-dub 10.18653/v1/2025.findings-emnlp.524 https://aclanthology.org/2025.findings-emnlp.524/ 2025-11 9871 9881 FinGrAct: A Framework for FINe-GRrained Evaluation of ACTionability in Explainable Automatic Fact-Checking Islam Eldifrawi author Shengrui Wang author Amine Trabelsi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 eldifrawi-etal-2025-fingract 10.18653/v1/2025.findings-emnlp.525 https://aclanthology.org/2025.findings-emnlp.525/ 2025-11 9882 9901 What Has Been Lost with Synthetic Evaluation? Alexander Gill author Abhilasha Ravichander author Ana Marasovic author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gill-etal-2025-lost 10.18653/v1/2025.findings-emnlp.526 https://aclanthology.org/2025.findings-emnlp.526/ 2025-11 9902 9945 Bold Claims or Self-Doubt? Factuality Hallucination Type Detection via Belief State Dongyu Zhang author Qingqing Hong author Bingxuan Hou author Jiayi Lin author Chenyang Zhang author Jialin Li author Junli Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-bold 10.18653/v1/2025.findings-emnlp.527 https://aclanthology.org/2025.findings-emnlp.527/ 2025-11 9946 9959 Proxy Barrier: A Hidden Repeater Layer Defense Against System Prompt Leakage and Jailbreaking Pedro Schindler Freire Brasil Ribeiro author Iago Alves Brito author Rafael Teixeira Sousa author Fernanda Bufon Färber author Julia Soares Dollis author Arlindo Rodrigues Galvão Filho author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ribeiro-etal-2025-proxy 10.18653/v1/2025.findings-emnlp.528 https://aclanthology.org/2025.findings-emnlp.528/ 2025-11 9960 9975 AraSafe: Benchmarking Safety in Arabic LLMs Hamdy Mubarak author Abubakr Mohamed author Majd Hawasly author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mubarak-etal-2025-arasafe 10.18653/v1/2025.findings-emnlp.529 https://aclanthology.org/2025.findings-emnlp.529/ 2025-11 9976 9992 Nested Named Entity Recognition as Single-Pass Sequence Labeling Alberto Muñoz-Ortiz author David Vilares author Caio Corro author Carlos Gómez-Rodríguez author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 munoz-ortiz-etal-2025-nested 10.18653/v1/2025.findings-emnlp.530 https://aclanthology.org/2025.findings-emnlp.530/ 2025-11 9993 10002 DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations Aryo Pradipta Gema author Chen Jin author Ahmed Abdulaal author Tom Diethe author Philip Alexander Teare author Beatrice Alex author Pasquale Minervini author Amrutha Saseendran author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gema-etal-2025-decore 10.18653/v1/2025.findings-emnlp.531 https://aclanthology.org/2025.findings-emnlp.531/ 2025-11 10003 10039 Catch Me If You Can? Not Yet: LLMs Still Struggle to Imitate the Implicit Writing Styles of Everyday Authors Zhengxiang Wang author Nafis Irtiza Tripto author Solha Park author Zhenzhen Li author Jiawei Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-catch 10.18653/v1/2025.findings-emnlp.532 https://aclanthology.org/2025.findings-emnlp.532/ 2025-11 10040 10055 Fine-Tuning Encoder-Decoder Models with Contrastive Learning for In-Context Distractor Generation Elaf Alhazmi author Quan Z Sheng author Wei Emma Zhang author Mohammed I Thanoon author Haojie Zhuang author Behnaz Soltani author Munazza Zaib author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 alhazmi-etal-2025-fine 10.18653/v1/2025.findings-emnlp.533 https://aclanthology.org/2025.findings-emnlp.533/ 2025-11 10056 10072 Conflicts in Texts: Data, Implications and Challenges Siyi Liu author Dan Roth author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-roth-2025-conflicts 10.18653/v1/2025.findings-emnlp.534 https://aclanthology.org/2025.findings-emnlp.534/ 2025-11 10073 10091 Recognizing Limits: Investigating Infeasibility in Large Language Models Wenbo Zhang author Zihang Xu author Hengrui Cai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-recognizing 10.18653/v1/2025.findings-emnlp.535 https://aclanthology.org/2025.findings-emnlp.535/ 2025-11 10092 10112 VQA-Augmented Machine Translation with Cross-Modal Contrastive Learning Zhihui Zhang author Shiliang Sun author Jing Zhao author Tengfei Song author Hao Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-vqa 10.18653/v1/2025.findings-emnlp.536 https://aclanthology.org/2025.findings-emnlp.536/ 2025-11 10113 10124 Learning to Describe Implicit Changes: Noise-robust Pre-training for Image Difference Captioning Zixin Guo author Jiayang Sun author Tzu-Jui Julius Wang author Abduljalil Radman author Selen Pehlivan author Min Cao author Jorma Laaksonen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-learning-describe 10.18653/v1/2025.findings-emnlp.537 https://aclanthology.org/2025.findings-emnlp.537/ 2025-11 10125 10145 SOLAR: Serendipity Optimized Language Model Aligned for Recommendation Zichen Yuan author Lifan Sun author Yucen Zhuang author Yue Wang author Xinyuan Song author Tianqi Xu author Siyuan Li author Junchen Fu author Youhua Li author Sirui Hong author Jiaqi Chen author Joemon M Jose author Yongxin Ni author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yuan-etal-2025-solar 10.18653/v1/2025.findings-emnlp.538 https://aclanthology.org/2025.findings-emnlp.538/ 2025-11 10146 10169 AIRepr: An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data Science Qiuhai Zeng author Claire Jin author Xinyue Wang author Yuhan Zheng author Qunhua Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-airepr 10.18653/v1/2025.findings-emnlp.539 https://aclanthology.org/2025.findings-emnlp.539/ 2025-11 10170 10201 MisinfoBench: A Multi-Dimensional Benchmark for Evaluating LLMs’ Resilience to Misinformation Ye Yang author Donghe Li author Zuchen Li author Fengyuan Li author Jingyi Liu author Li Sun author Qingyu Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-misinfobench 10.18653/v1/2025.findings-emnlp.540 https://aclanthology.org/2025.findings-emnlp.540/ 2025-11 10202 10229 Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity Ping Chen author Xiang Liu author Zhaoxiang Liu author Zezhou Chen author Xingpeng Zhang author Huan Hu author Zipeng Wang author Kai Wang author Shuming Shi author Shiguo Lian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-fuzzy 10.18653/v1/2025.findings-emnlp.541 https://aclanthology.org/2025.findings-emnlp.541/ 2025-11 10230 10240 HighMATH: Evaluating Math Reasoning of Large Language Models in Breadth and Depth Yan Liu author Minghui Zhang author Bojian Xiong author Yifan Xiao author Yinong Sun author Yating Mei author Longyu Zeng author Jingchao Yang author Yang Wang author Deyi Xiong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-highmath 10.18653/v1/2025.findings-emnlp.542 https://aclanthology.org/2025.findings-emnlp.542/ 2025-11 10241 10253 CATCH: A Novel Data Synthesis Framework for High Therapy Fidelity and Memory-Driven Planning Chain of Thought in AI Counseling Mingyu Chen author Jingkai Lin author Zhaojie Chu author Xiaofen Xing author Yirong Chen author Xiangmin Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-catch 10.18653/v1/2025.findings-emnlp.543 https://aclanthology.org/2025.findings-emnlp.543/ 2025-11 10254 10286 MediVLM: A Vision Language Model for Radiology Report Generation from Medical Images Debanjan Goswami author Ronast Subedi author Shayok Chakraborty author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 goswami-etal-2025-medivlm 10.18653/v1/2025.findings-emnlp.544 https://aclanthology.org/2025.findings-emnlp.544/ 2025-11 10287 10304 AdDriftBench: A Benchmark for Detecting Data Drift and Label Drift in Short Video Advertising Yinghao Song author Xiangji Zeng author Shuai Cui author Lu Sun author Zhaowei Liu author Yuan Yuan author Yulu Wang author Hai Zhou author Zhaohan Gong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-addriftbench 10.18653/v1/2025.findings-emnlp.545 https://aclanthology.org/2025.findings-emnlp.545/ 2025-11 10305 10321 NIM: Neuro-symbolic Ideographic Metalanguage for Inclusive Communication Prawaal Sharma author Poonam Goyal author Navneet Goyal author Vidisha Sharma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sharma-etal-2025-nim 10.18653/v1/2025.findings-emnlp.546 https://aclanthology.org/2025.findings-emnlp.546/ 2025-11 10322 10340 ViFT: Towards Visual Instruction-Free Fine-tuning for Large Vision-Language Models Zikang Liu author Kun Zhou author Wayne Xin Zhao author Dawei Gao author Yaliang Li author Ji-Rong Wen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-vift 10.18653/v1/2025.findings-emnlp.547 https://aclanthology.org/2025.findings-emnlp.547/ 2025-11 10341 10366 Do Code Semantics Help? A Comprehensive Study on Execution Trace-Based Information for Code Large Language Models Jian Jornbowrl Wang author Xiaofei Xie author Qiang Hu author Shangqing Liu author Yi Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-code-semantics 10.18653/v1/2025.findings-emnlp.548 https://aclanthology.org/2025.findings-emnlp.548/ 2025-11 10367 10385 LongWeave: A Long-Form Generation Benchmark Bridging Real-World Relevance and Verifiability Zikai Xiao author Fei Huang author Jianhong Tu author Jianhui Wei author Wen Ma author Yuxuan Zhou author Jian Wu author Bowen Yu author Zuozhu Liu author Junyang Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiao-etal-2025-longweave 10.18653/v1/2025.findings-emnlp.549 https://aclanthology.org/2025.findings-emnlp.549/ 2025-11 10386 10417 XL-Suite: Cross-Lingual Synthetic Training and Evaluation Data for Open-Ended Generation Vivek Iyer author Pinzhen Chen author Ricardo Rei author Alexandra Birch author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 iyer-etal-2025-xl 10.18653/v1/2025.findings-emnlp.550 https://aclanthology.org/2025.findings-emnlp.550/ 2025-11 10418 10432 Accelerating LLM Reasoning via Early Rejection with Partial Reward Modeling Seyyed Saeid Cheshmi author Azal Ahmad Khan author Xinran Wang author Zirui Liu author Ali Anwar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheshmi-etal-2025-accelerating 10.18653/v1/2025.findings-emnlp.551 https://aclanthology.org/2025.findings-emnlp.551/ 2025-11 10433 10447 CultureSynth: A Hierarchical Taxonomy-Guided and Retrieval-Augmented Framework for Cultural Question-Answer Synthesis Xinyu Zhang author Pei Zhang author Shuang Luo author Jialong Tang author Yu Wan author Baosong Yang author Fei Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-culturesynth 10.18653/v1/2025.findings-emnlp.552 https://aclanthology.org/2025.findings-emnlp.552/ 2025-11 10448 10467 DesignCLIP: Multimodal Learning with CLIP for Design Patent Understanding Zhu Wang author Homaira Huda Shomee author Sathya N Ravi author Sourav Medya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-designclip 10.18653/v1/2025.findings-emnlp.553 https://aclanthology.org/2025.findings-emnlp.553/ 2025-11 10468 10490 R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning Yuan Li author Qi Luo author Xiaonan Li author Bufan Li author Qinyuan Cheng author Bo Wang author Yining Zheng author Yuxin Wang author Zhangyue Yin author Xipeng Qiu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-r3 10.18653/v1/2025.findings-emnlp.554 https://aclanthology.org/2025.findings-emnlp.554/ 2025-11 10491 10507 ‘Hello, World!’: Making GNNs Talk with LLMs Sunwoo Kim author Soo Yong Lee author Jaemin Yoo author Kijung Shin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-hello 10.18653/v1/2025.findings-emnlp.555 https://aclanthology.org/2025.findings-emnlp.555/ 2025-11 10508 10526 Both Text and Images Leaked! A Systematic Analysis of Data Contamination in Multimodal LLM Dingjie Song author Sicheng Lai author Mingxuan Wang author Shunian Chen author Lichao Sun author Benyou Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-text 10.18653/v1/2025.findings-emnlp.556 https://aclanthology.org/2025.findings-emnlp.556/ 2025-11 10527 10542 NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks Aritra Dutta author Swapnanil Mukherjee author Deepanway Ghosal author Somak Aditya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dutta-etal-2025-nlki 10.18653/v1/2025.findings-emnlp.557 https://aclanthology.org/2025.findings-emnlp.557/ 2025-11 10543 10563 Text or Pixels? Evaluating Efficiency and Understanding of LLMs with Visual Text Inputs Yanhong Li author Zixuan Lan author Jiawei Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-text 10.18653/v1/2025.findings-emnlp.558 https://aclanthology.org/2025.findings-emnlp.558/ 2025-11 10564 10578 Assessing Socio-Cultural Alignment and Technical Safety of Sovereign LLMs Kyubyung Chae author Gihoon Kim author Gyuseong Lee author Taesup Kim author Jaejin Lee author Heejin Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chae-etal-2025-assessing 10.18653/v1/2025.findings-emnlp.559 https://aclanthology.org/2025.findings-emnlp.559/ 2025-11 10579 10600 Sample Efficient Alignment Learning With Episodic Control Van Dai Do author Quan Hung Tran author Ahmed Kirmani author Lu Zhang author Hung Le author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 do-etal-2025-sample 10.18653/v1/2025.findings-emnlp.560 https://aclanthology.org/2025.findings-emnlp.560/ 2025-11 10601 10618 Evaluating Automatic Speech Recognition Systems for Korean Meteorological Experts ChaeHun Park author Hojun Cho author Jaegul Choo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 park-etal-2025-evaluating-automatic 10.18653/v1/2025.findings-emnlp.561 https://aclanthology.org/2025.findings-emnlp.561/ 2025-11 10619 10627 3D-Aware Vision-Language Models Fine-Tuning with Geometric Distillation Seonho Lee author Jiho Choi author Inha Kang author Jiwook Kim author Junsung Park author Hyunjung Shim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-3d 10.18653/v1/2025.findings-emnlp.562 https://aclanthology.org/2025.findings-emnlp.562/ 2025-11 10628 10647 CAPE: Context-Aware Personality Evaluation Framework for Large Language Models Jivnesh Sandhan author Fei Cheng author Tushar Sandhan author Yugo Murawaki author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sandhan-etal-2025-cape 10.18653/v1/2025.findings-emnlp.563 https://aclanthology.org/2025.findings-emnlp.563/ 2025-11 10648 10662 AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving Kangan Qian author Sicong Jiang author Yang Zhong author Ziang Luo author Zilin Huang author Tianze Zhu author Kun Jiang author Mengmeng Yang author Zheng Fu author Jinyu Miao author Yining Shi author He Zhe Lim author Li Liu author Tianbao Zhou author Hongyi Wang author Huang Yu author Yifei Hu author Guang Li author Guang Chen author Hao Ye author Lijun Sun author Diange Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qian-etal-2025-agentthink 10.18653/v1/2025.findings-emnlp.564 https://aclanthology.org/2025.findings-emnlp.564/ 2025-11 10663 10682 Select to Know: An Internal-External Knowledge Self-Selection Framework for Domain-Specific Question Answering Bolei He author Xinran He author Run Shao author Shanfu Shu author Xianwei Xue author MingQuan Cheng author Haifeng Li author Zhen-Hua Ling author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-select 10.18653/v1/2025.findings-emnlp.565 https://aclanthology.org/2025.findings-emnlp.565/ 2025-11 10683 10703 GenPTQ: Green Post-Training Quantization for Large-Scale ASR Models with Mixed-Precision Bit Allocation Beom Jin Kang author Hyun Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kang-kim-2025-genptq 10.18653/v1/2025.findings-emnlp.566 https://aclanthology.org/2025.findings-emnlp.566/ 2025-11 10704 10718 “Where Does This Strange Smell Come from?”: Enabling Conversational Interfaces for Artificial Olfaction Xueyi Zhou author Qi Lu author Dong-Kyu Chae author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-strange 10.18653/v1/2025.findings-emnlp.567 https://aclanthology.org/2025.findings-emnlp.567/ 2025-11 10719 10745 LightRAG: Simple and Fast Retrieval-Augmented Generation Zirui Guo author Lianghao Xia author Yanhua Yu author Tu Ao author Chao Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-lightrag 10.18653/v1/2025.findings-emnlp.568 https://aclanthology.org/2025.findings-emnlp.568/ 2025-11 10746 10761 Beyond Distribution: Investigating Language Models’ Understanding of Sino-Korean Morphemes Taehee Jeon author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jeon-2025-beyond 10.18653/v1/2025.findings-emnlp.569 https://aclanthology.org/2025.findings-emnlp.569/ 2025-11 10762 10772 Sarcasm-R1: Enhancing Sarcasm Detection through Focused Reasoning Qi Yang author Jingjie Zeng author Liang Yang author Kai Ma author Hongfei Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-sarcasm 10.18653/v1/2025.findings-emnlp.570 https://aclanthology.org/2025.findings-emnlp.570/ 2025-11 10773 10785 ISACL: Internal State Analyzer for Copyrighted Training Data Leakage Guangwei Zhang author Qisheng Su author Jiateng Liu author Cheng Qian author Yanzhou Pan author Yanjie Fu author Denghui Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-isacl 10.18653/v1/2025.findings-emnlp.571 https://aclanthology.org/2025.findings-emnlp.571/ 2025-11 10786 10807 Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation Zhenglin Hua author Jinghan He author Zijun Yao author Tianxu Han author Haiyun Guo author Yuheng Jia author Junfeng Fang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hua-etal-2025-steering 10.18653/v1/2025.findings-emnlp.572 https://aclanthology.org/2025.findings-emnlp.572/ 2025-11 10808 10828 On the Perception Bottleneck of VLMs for Chart Understanding Junteng Liu author Weihao Zeng author Xiwen Zhang author Yijun Wang author Zifei Shan author Junxian He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-perception 10.18653/v1/2025.findings-emnlp.573 https://aclanthology.org/2025.findings-emnlp.573/ 2025-11 10829 10841 Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall Sijia Cui author Aiyao He author Shuai Xu author Hongming Zhang author Yanna Wang author Qingyang Zhang author Yajing Wang author Bo Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cui-etal-2025-self 10.18653/v1/2025.findings-emnlp.574 https://aclanthology.org/2025.findings-emnlp.574/ 2025-11 10842 10854 Multilingual Generative Retrieval via Cross-lingual Semantic Compression Yuxin Huang author Simeng Wu author Ran Song author Yan Xiang author Yantuan Xian author Shengxiang Gao author Zhengtao Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-multilingual 10.18653/v1/2025.findings-emnlp.575 https://aclanthology.org/2025.findings-emnlp.575/ 2025-11 10855 10866 Towards Multi-Document Question Answering in Scientific Literature: Pipeline, Dataset, and Evaluation Hui Huang author Julien Velcin author Yacine Kessaci author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-towards-multi 10.18653/v1/2025.findings-emnlp.576 https://aclanthology.org/2025.findings-emnlp.576/ 2025-11 10867 10881 Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing Cunli Mao author Xiaofei Gao author Ran Song author Shizhu He author Shengxiang Gao author Kang Liu author Zhengtao Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mao-etal-2025-multilingual 10.18653/v1/2025.findings-emnlp.577 https://aclanthology.org/2025.findings-emnlp.577/ 2025-11 10882 10896 Mitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation Nakyung Lee author Yeongoon Kim author Minhae Oh author Suhwan Kim author Jin Woo Koo author Hyewon Jo author Jungwoo Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-mitigating 10.18653/v1/2025.findings-emnlp.578 https://aclanthology.org/2025.findings-emnlp.578/ 2025-11 10897 10912 Imagination and Contemplation: A Balanced Framework for Semantic-Augmented Multimodal Machine Translation Zhuang Yu author Shiliang Sun author Jing Zhao author Tengfei Song author Hao Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-imagination 10.18653/v1/2025.findings-emnlp.579 https://aclanthology.org/2025.findings-emnlp.579/ 2025-11 10913 10928 NeLLCom-Lex: A Neural-agent Framework to Study the Interplay between Lexical Systems and Language Use Yuqing Zhang author Ecesu Ürker author Tessa Verhoef author Gemma Boleda author Arianna Bisazza author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-nellcom 10.18653/v1/2025.findings-emnlp.580 https://aclanthology.org/2025.findings-emnlp.580/ 2025-11 10929 10945 RLMEval: Evaluating Research-Level Neural Theorem Proving Auguste Poiroux author Antoine Bosselut author Viktor Kunčak author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 poiroux-etal-2025-rlmeval 10.18653/v1/2025.findings-emnlp.581 https://aclanthology.org/2025.findings-emnlp.581/ 2025-11 10946 10957 KaeDe: Progressive Generation of Logical Forms via Knowledge-Aware Question Decomposition for Improved KBQA Ranran Bu author Jian Cao author Jianqi Gao author Shiyou Qian author Hongming Cai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bu-etal-2025-kaede 10.18653/v1/2025.findings-emnlp.582 https://aclanthology.org/2025.findings-emnlp.582/ 2025-11 10958 10973 Where Fact Ends and Fairness Begins: Redefining AI Bias Evaluation through Cognitive Biases Jen-tse Huang author Yuhang Yan author Linqi Liu author Yixin Wan author Wenxuan Wang author Kai-Wei Chang author Michael R Lyu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-fact 10.18653/v1/2025.findings-emnlp.583 https://aclanthology.org/2025.findings-emnlp.583/ 2025-11 10974 10993 Equal Truth: Rumor Detection with Invariant Group Fairness Junyi Chen author Mengjia Wu author Qian Liu author Jing Sun author Ying Ding author Yi Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-equal 10.18653/v1/2025.findings-emnlp.584 https://aclanthology.org/2025.findings-emnlp.584/ 2025-11 10994 11007 STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models Geunyeong Jeong author Juoh Sun author Seonghee Lee author Harksoo Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jeong-etal-2025-steam 10.18653/v1/2025.findings-emnlp.585 https://aclanthology.org/2025.findings-emnlp.585/ 2025-11 11008 11023 SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models Rui Qi author Zhibo Man author Yufeng Chen author Fengran Mo author Jinan Xu author Kaiyu Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qi-etal-2025-sot 10.18653/v1/2025.findings-emnlp.586 https://aclanthology.org/2025.findings-emnlp.586/ 2025-11 11024 11039 How Reliable is Multilingual LLM-as-a-Judge? Xiyan Fu author Wei Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fu-liu-2025-reliable 10.18653/v1/2025.findings-emnlp.587 https://aclanthology.org/2025.findings-emnlp.587/ 2025-11 11040 11053 Cognitive-Level Adaptive Generation via Capability-Aware Retrieval and Style Adaptation Qingsong Wang author Tao Wu author Wang Lin author Yueying Feng author Gongsheng Yuan author Chang Yao author Jingyuan Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-cognitive 10.18653/v1/2025.findings-emnlp.588 https://aclanthology.org/2025.findings-emnlp.588/ 2025-11 11054 11069 Data Doping or True Intelligence? Evaluating the Transferability of Injected Knowledge in LLMs Essa Jan author Moiz Ali author Muhammad Saram Hassan author Muhammad Fareed Zaffar author Yasir Zaki author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jan-etal-2025-data 10.18653/v1/2025.findings-emnlp.589 https://aclanthology.org/2025.findings-emnlp.589/ 2025-11 11070 11077 INDOORWORLD : Integrating Physical Task Solving and Social Simulation in A Heterogeneous Multi-Agent Environment Dekun Wu author Frederik Brudy author Bang Liu author Yi Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-indoorworld 10.18653/v1/2025.findings-emnlp.590 https://aclanthology.org/2025.findings-emnlp.590/ 2025-11 11078 11099 ARXSA: A General Negative Feedback Control Theory in Vision-Language Models Zeyu Zhang author Tianqi Chen author Yuki Todo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-arxsa 10.18653/v1/2025.findings-emnlp.591 https://aclanthology.org/2025.findings-emnlp.591/ 2025-11 11100 11110 Breaking the Attention Trap in Code LLMs: A Rejection Sampling Approach to Enhance Code Execution Prediction Xingcheng Ruan author Haoxiang Geng author Yunhui Xia author Bingran Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ruan-etal-2025-breaking 10.18653/v1/2025.findings-emnlp.592 https://aclanthology.org/2025.findings-emnlp.592/ 2025-11 11111 11120 HiMATE: A Hierarchical Multi-Agent Framework for Machine Translation Evaluation Shijie Zhang author Renhao Li author Songsheng Wang author Philipp Koehn author Min Yang author Derek F Wong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-himate 10.18653/v1/2025.findings-emnlp.593 https://aclanthology.org/2025.findings-emnlp.593/ 2025-11 11121 11145 ReliableEval: A Recipe for Stochastic LLM Evaluation via Method of Moments Gili Lior author Eliya Habba author Shahar Levy author Avi Caciularu author Gabriel Stanovsky author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lior-etal-2025-reliableeval 10.18653/v1/2025.findings-emnlp.594 https://aclanthology.org/2025.findings-emnlp.594/ 2025-11 11146 11153 From Characters to Tokens: Dynamic Grouping with Hierarchical BPE Rares Dolga author Lucas Maystre author Tudor Berariu author David Barber author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dolga-etal-2025-characters 10.18653/v1/2025.findings-emnlp.595 https://aclanthology.org/2025.findings-emnlp.595/ 2025-11 11154 11162 Auto-SLURP: A Benchmark Dataset for Evaluating Multi-Agent Frameworks in Smart Personal Assistant Lei Shen author Xiaoyu Shen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shen-shen-2025-auto 10.18653/v1/2025.findings-emnlp.596 https://aclanthology.org/2025.findings-emnlp.596/ 2025-11 11163 11174 NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings Or Shachar author Uri Katz author Yoav Goldberg author Oren Glickman author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shachar-etal-2025-ner 10.18653/v1/2025.findings-emnlp.597 https://aclanthology.org/2025.findings-emnlp.597/ 2025-11 11175 11186 MMATH: A Multilingual Benchmark for Mathematical Reasoning Wenyang Luo author Wayne Xin Zhao author Jing Sha author Shijin Wang author Ji-Rong Wen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-mmath 10.18653/v1/2025.findings-emnlp.598 https://aclanthology.org/2025.findings-emnlp.598/ 2025-11 11187 11202 MultiClaimNet: A Massively Multilingual Dataset of Fact-Checked Claim Clusters Rrubaa Panchendrarajan author Rubén Míguez Pérez author Arkaitz Zubiaga author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 panchendrarajan-etal-2025-multiclaimnet 10.18653/v1/2025.findings-emnlp.599 https://aclanthology.org/2025.findings-emnlp.599/ 2025-11 11203 11215 DS-MHP: Improving Chain-of-Thought through Dynamic Subgraph-Guided Multi-Hop Path Yongqiang Liu author Qiyao Peng author Binrong Liu author Hongtao Liu author XueWei Li author Wenjun Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-ds 10.18653/v1/2025.findings-emnlp.600 https://aclanthology.org/2025.findings-emnlp.600/ 2025-11 11216 11230 LongTail-Swap: benchmarking language models’ abilities on rare words Robin Algayres author Charles-Éric Saint-James author Mahi Luthra author Jiayi Shen author Youssef Benchekroun author Dongyan Lin author Rashel Moritz author Juan Pino author Emmanuel Dupoux author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 algayres-etal-2025-longtail 10.18653/v1/2025.findings-emnlp.601 https://aclanthology.org/2025.findings-emnlp.601/ 2025-11 11231 11251 TF-Mamba: Text-enhanced Fusion Mamba with Missing Modalities for Robust Multimodal Sentiment Analysis Xiang Li author Xianfu Cheng author Dezhuang Miao author Xiaoming Zhang author Zhoujun Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-tf 10.18653/v1/2025.findings-emnlp.602 https://aclanthology.org/2025.findings-emnlp.602/ 2025-11 11252 11267 Are Economists Always More Introverted? Analyzing Consistency in Persona-Assigned LLMs Manon Reusens author Bart Baesens author David Jurgens author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 reusens-etal-2025-economists 10.18653/v1/2025.findings-emnlp.603 https://aclanthology.org/2025.findings-emnlp.603/ 2025-11 11268 11287 Can you SPLICE it together? A Human Curated Benchmark for Probing Visual Reasoning in VLMs Mohamad Ballout author Okajevo Wilfred author Seyedalireza Yaghoubi author Nohayr Muhammad Abdelmoneim author Julius Mayer author Elia Bruni author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ballout-etal-2025-splice 10.18653/v1/2025.findings-emnlp.604 https://aclanthology.org/2025.findings-emnlp.604/ 2025-11 11288 11309 On the Effectiveness of Prompt-Moderated LLMs for Math Tutoring at the Tertiary Level Sebastian Steindl author Fabian Brunner author Nada Sissouno author Dominik Schwagerl author Florian Schöler-Niewiera author Ulrich Schäfer author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 steindl-etal-2025-effectiveness 10.18653/v1/2025.findings-emnlp.605 https://aclanthology.org/2025.findings-emnlp.605/ 2025-11 11310 11323 SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context Hairu Wang author Yuan Feng author Yukun Cao author Xike Xie author S Kevin Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-skewroute 10.18653/v1/2025.findings-emnlp.606 https://aclanthology.org/2025.findings-emnlp.606/ 2025-11 11324 11340 Acquiescence Bias in Large Language Models Daniel Braun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 braun-2025-acquiescence 10.18653/v1/2025.findings-emnlp.607 https://aclanthology.org/2025.findings-emnlp.607/ 2025-11 11341 11355 Time to Talk: LLM Agents for Asynchronous Group Communication in Mafia Games Niv Eckhaus author Uri Berger author Gabriel Stanovsky author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 eckhaus-etal-2025-time 10.18653/v1/2025.findings-emnlp.608 https://aclanthology.org/2025.findings-emnlp.608/ 2025-11 11356 11368 How Sampling Affects the Detectability of Machine-written texts: A 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10.18653/v1/2025.findings-emnlp.610 https://aclanthology.org/2025.findings-emnlp.610/ 2025-11 11388 11398 MATCH: Task-Driven Code Evaluation through Contrastive Learning Marah Ghoummaid author Vladimir Tchuiev author Ofek Glick author Michal Moshkovitz author Dotan Di Castro author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ghoummaid-etal-2025-match 10.18653/v1/2025.findings-emnlp.611 https://aclanthology.org/2025.findings-emnlp.611/ 2025-11 11399 11414 Evaluating Large Language Models for Cross-Lingual Retrieval Longfei Zuo author Pingjun Hong author Oliver Kraus author Barbara Plank author Robert Litschko author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zuo-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.612 https://aclanthology.org/2025.findings-emnlp.612/ 2025-11 11415 11429 SGCD: Subtask-Guided Causal-Debiasing Framework for Robust Cross-Utterance Sentiment Quadruple Extraction in Dialogues Xiang Li author Keyu Yao author Gang Shen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-sgcd 10.18653/v1/2025.findings-emnlp.613 https://aclanthology.org/2025.findings-emnlp.613/ 2025-11 11430 11440 FaMTEB: Massive Text Embedding Benchmark in Persian Language Erfan Zinvandi author Morteza Alikhani author Mehran Sarmadi author Zahra Pourbahman author Sepehr Arvin author Reza Kazemi author Arash Amini author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zinvandi-etal-2025-famteb 10.18653/v1/2025.findings-emnlp.614 https://aclanthology.org/2025.findings-emnlp.614/ 2025-11 11441 11468 Leveraging High-Resource English Corpora for Cross-lingual Domain Adaptation in Low-Resource Japanese Medicine via Continued Pre-training Kazuma Kobayashi author Zhen Wan author Fei Cheng author Yuma Tsuta author Xin Zhao author Junfeng Jiang author Jiahao Huang author Zhiyi Huang author Yusuke Oda author Rio Yokota author Yuki Arase author Daisuke Kawahara author Akiko Aizawa author Sadao Kurohashi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kobayashi-etal-2025-leveraging 10.18653/v1/2025.findings-emnlp.615 https://aclanthology.org/2025.findings-emnlp.615/ 2025-11 11469 11488 Structure Trumps Size: Rethinking Data Quality for LLM Reasoning Hu Xu author Zeyan Li author Rui Wang author Jianfeng Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-structure 10.18653/v1/2025.findings-emnlp.616 https://aclanthology.org/2025.findings-emnlp.616/ 2025-11 11489 11513 A Zero-Shot Neuro-Symbolic Approach for Complex Knowledge Graph Question Answering Prerna Agarwal author Srikanta Bedathur author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 agarwal-bedathur-2025-zero 10.18653/v1/2025.findings-emnlp.617 https://aclanthology.org/2025.findings-emnlp.617/ 2025-11 11514 11527 Making Every Step Effective: Jailbreaking Large Vision-Language Models Through Hierarchical KV Equalization Shuyang Hao author Yiwei Wang author Bryan Hooi author Jun Liu author Muhao Chen author Zi Huang author Yujun Cai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hao-etal-2025-making 10.18653/v1/2025.findings-emnlp.618 https://aclanthology.org/2025.findings-emnlp.618/ 2025-11 11528 11543 MT-Mol: Multi Agent System with Tool-based Reasoning for Molecular Optimization Hyomin Kim author Yunhui Jang author Sungsoo Ahn author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-mt 10.18653/v1/2025.findings-emnlp.619 https://aclanthology.org/2025.findings-emnlp.619/ 2025-11 11544 11573 A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng author Hongtao Liu author Hua Huang author Jian Yang author Qing Yang author Minglai Shao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 peng-etal-2025-survey 10.18653/v1/2025.findings-emnlp.620 https://aclanthology.org/2025.findings-emnlp.620/ 2025-11 11574 11583 Efficiently Selecting Response Generation Strategies for Synthetic Data Construction by Self-Aligned Perplexity Xuan Ren author Qi Chen author Lingqiao Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ren-etal-2025-efficiently 10.18653/v1/2025.findings-emnlp.621 https://aclanthology.org/2025.findings-emnlp.621/ 2025-11 11584 11605 Benchmarking for Domain-Specific LLMs: A Case Study on Academia and Beyond Rubing Chen author Jiaxin Wu author Jian Wang author Xulu Zhang author Wenqi Fan author Chenghua Lin author Xiaoyong Wei author Li Qing author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-benchmarking-domain 10.18653/v1/2025.findings-emnlp.622 https://aclanthology.org/2025.findings-emnlp.622/ 2025-11 11606 11619 FrameEOL: Semantic Frame Induction using Causal Language Models Chihiro Yano author Kosuke Yamada author Hayato Tsukagoshi author Ryohei Sasano author Koichi Takeda author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yano-etal-2025-frameeol 10.18653/v1/2025.findings-emnlp.623 https://aclanthology.org/2025.findings-emnlp.623/ 2025-11 11620 11632 CaTER: A Framework for Context-aware Topology Entity Retrieval Contrastive Learning in End-to-End Task-Oriented Dialogue Systems Di Wu Hebeu author Zhizhi Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hebeu-yu-2025-cater 10.18653/v1/2025.findings-emnlp.624 https://aclanthology.org/2025.findings-emnlp.624/ 2025-11 11633 11648 Attribution and Application of Multiple Neurons in Multimodal Large Language Models Feiyu Wang author Ziran Zhao author Dong Yu author Pengyuan Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-attribution 10.18653/v1/2025.findings-emnlp.625 https://aclanthology.org/2025.findings-emnlp.625/ 2025-11 11649 11662 When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA Elisei Rykov author Kseniia Petrushina author Maksim Savkin author Valerii Olisov author Artem Vazhentsev author Kseniia Titova author Alexander Panchenko author Vasily Konovalov author Julia Belikova author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rykov-etal-2025-models 10.18653/v1/2025.findings-emnlp.626 https://aclanthology.org/2025.findings-emnlp.626/ 2025-11 11663 11682 Unraveling Misinformation Propagation in LLM Reasoning Yiyang Feng author Yichen Wang author Shaobo Cui author Boi Faltings author Mina Lee author Jiawei Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-unraveling 10.18653/v1/2025.findings-emnlp.627 https://aclanthology.org/2025.findings-emnlp.627/ 2025-11 11683 11707 RAISE: Reinforced Adaptive Instruction Selection For Large Language Models Qingsong Lv author Yangning Li author Zihua Lan author Zishan Xu author Jiwei Tang author Tingwei Lu author Yinghui Li author Wenhao Jiang author Hong-Gee Kim author Hai-Tao Zheng author Philip S Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lv-etal-2025-raise 10.18653/v1/2025.findings-emnlp.628 https://aclanthology.org/2025.findings-emnlp.628/ 2025-11 11708 11723 Teaching According to Talents! Instruction Tuning LLMs with Competence-Aware Curriculum Learning Yangning Li author Tingwei Lu author Yinghui Li author Yankai Chen author Wei-Chieh Huang author Wenhao Jiang author Hui Wang author Hai-Tao Zheng author Philip S Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-teaching 10.18653/v1/2025.findings-emnlp.629 https://aclanthology.org/2025.findings-emnlp.629/ 2025-11 11724 11741 Let Them Down Easy! Contextual Effects of LLM Guardrails on User Perceptions and Preferences Mingqian Zheng author Wenjia Hu author Patrick Zhao author Motahhare Eslami author Jena D Hwang author Faeze Brahman author Carolyn Rose author Maarten Sap author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-easy 10.18653/v1/2025.findings-emnlp.630 https://aclanthology.org/2025.findings-emnlp.630/ 2025-11 11742 11772 From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems Zekun Zhou author Xiaocheng Feng author Lei Huang author Xiachong Feng author Ziyun Song author Ruihan Chen author Liang Zhao author Weitao Ma author Yuxuan Gu author Baoxin Wang author Dayong Wu author Guoping Hu author Ting Liu author Bing Qin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-hypothesis 10.18653/v1/2025.findings-emnlp.631 https://aclanthology.org/2025.findings-emnlp.631/ 2025-11 11773 11803 Enhancing Model Privacy in Federated Learning with Random Masking and Quantization Zhibo Xu author Zhu JianHao author Jingwen Xu author Changze Lv author Zhenghua Wang author Zisu Huang author Xiaohua Wang author Muling Wu author Qi Qian author Xiaoqing Zheng author Xuanjing Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-enhancing-model 10.18653/v1/2025.findings-emnlp.632 https://aclanthology.org/2025.findings-emnlp.632/ 2025-11 11804 11816 SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning Mingsheng Cai author Jiuming Jiang author Wenhao Huang author Che Liu author Rossella Arcucci author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cai-etal-2025-supreme 10.18653/v1/2025.findings-emnlp.633 https://aclanthology.org/2025.findings-emnlp.633/ 2025-11 11817 11844 Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique Tej Deep Pala author Vernon Toh author Rishabh Bhardwaj author Soujanya Poria author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pala-etal-2025-ferret 10.18653/v1/2025.findings-emnlp.634 https://aclanthology.org/2025.findings-emnlp.634/ 2025-11 11845 11860 Do What? Teaching Vision-Language-Action Models to Reject the Impossible Wen-Han Hsieh author Elvis Hsieh author Dantong Niu author Trevor Darrell author Roei Herzig author David M Chan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hsieh-etal-2025-teaching 10.18653/v1/2025.findings-emnlp.635 https://aclanthology.org/2025.findings-emnlp.635/ 2025-11 11861 11869 AgentInit: Initializing LLM-based Multi-Agent Systems via Diversity and Expertise Orchestration for Effective and Efficient Collaboration Chunhao Tian author Yutong Wang author Xuebo Liu author Zhexuan Wang author Liang Ding author Miao Zhang author Min Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tian-etal-2025-agentinit 10.18653/v1/2025.findings-emnlp.636 https://aclanthology.org/2025.findings-emnlp.636/ 2025-11 11870 11902 Time to Revisit Exact Match Auss Abbood author Zaiqiao Meng author Nigel Collier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 abbood-etal-2025-time 10.18653/v1/2025.findings-emnlp.637 https://aclanthology.org/2025.findings-emnlp.637/ 2025-11 11903 11926 LongTableBench: Benchmarking Long-Context Table Reasoning across Real-World Formats and Domains Liyao Li author Jiaming Tian author Hao Chen author Wentao Ye author Chao Ye author Haobo Wang author Ningtao Wang author Xing Fu author Gang Chen author Junbo Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-longtablebench 10.18653/v1/2025.findings-emnlp.638 https://aclanthology.org/2025.findings-emnlp.638/ 2025-11 11927 11965 Exploring and Evaluating Multimodal Knowledge Reasoning Consistency of Multimodal Large Language Models Boyu Jia author Junzhe Zhang author Huixuan Zhang author Xiaojun Wan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jia-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.639 https://aclanthology.org/2025.findings-emnlp.639/ 2025-11 11966 11981 MPTA: MultiTask Personalization Assessment Matthieu Tehenan author Eric Chamoun author Andreas Vlachos author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tehenan-etal-2025-mpta 10.18653/v1/2025.findings-emnlp.640 https://aclanthology.org/2025.findings-emnlp.640/ 2025-11 11982 11992 Semantic Geometry of Sentence Embeddings Matthieu Tehenan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tehenan-2025-semantic 10.18653/v1/2025.findings-emnlp.641 https://aclanthology.org/2025.findings-emnlp.641/ 2025-11 11993 12004 ReAlign: Structured Revision for Small Language Model Alignment Ruijun Chen author Jiajian Guo author Hongzhan Chen author Fanqi Wan author Qifan Wang author Xiaojun Quan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-realign 10.18653/v1/2025.findings-emnlp.642 https://aclanthology.org/2025.findings-emnlp.642/ 2025-11 12005 12020 Curr-ReFT: Overcoming Training Bottlenecks in Small-scale Vision-Language Models via Curriculum Reinforcement Finetuning Huilin Deng author Ding Zou author Xinghao Zhao author Rui Ma author Yanming Guo author Yang Cao author Yu Kang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 deng-etal-2025-curr 10.18653/v1/2025.findings-emnlp.643 https://aclanthology.org/2025.findings-emnlp.643/ 2025-11 12021 12032 Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge Yan-Lun Chen author Yi-Ru Wei author Chia-Yi Hsu author Chia-Mu Yu author Chun-Ying Huang author Ying-Dar Lin author Yu-Sung Wu author Wei-Bin Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-layer 10.18653/v1/2025.findings-emnlp.644 https://aclanthology.org/2025.findings-emnlp.644/ 2025-11 12033 12054 Revisiting Pruning vs Quantization for Small Language Models Zihan Zhou author Simon Kurz author Zhixue Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-revisiting 10.18653/v1/2025.findings-emnlp.645 https://aclanthology.org/2025.findings-emnlp.645/ 2025-11 12055 12070 CLaw: Benchmarking Chinese Legal Knowledge in Large Language Models - A Fine-grained Corpus and Reasoning Analysis Xinzhe Xu author Liang Zhao author Hongshen Xu author Chenchenc author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-claw 10.18653/v1/2025.findings-emnlp.646 https://aclanthology.org/2025.findings-emnlp.646/ 2025-11 12071 12103 polyBART: A Chemical Linguist for Polymer Property Prediction and Generative Design Anagha Savit author Harikrishna Sahu author Shivank S Shukla author Wei Xiong author Rampi Ramprasad author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 savit-etal-2025-polybart 10.18653/v1/2025.findings-emnlp.647 https://aclanthology.org/2025.findings-emnlp.647/ 2025-11 12104 12119 A Survey of RAG-Reasoning Systems in Large Language Models Yangning Li author Weizhi Zhang author Yuyao Yang author Wei-Chieh Huang author Yaozu Wu author Junyu Luo author Yuanchen Bei author Henry Peng Zou author Xiao Luo author Yusheng Zhao author Chunkit Chan author Yankai Chen author Zhongfen Deng author Yinghui Li author Hai-Tao Zheng author Dongyuan Li author Renhe Jiang author Ming Zhang author Yangqiu Song author Philip S Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-survey 10.18653/v1/2025.findings-emnlp.648 https://aclanthology.org/2025.findings-emnlp.648/ 2025-11 12120 12145 REGen: A Reliable Evaluation Framework for Generative Event Argument Extraction Omar Sharif author Joseph Gatto author Madhusudan Basak author Sarah Masud Preum author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sharif-etal-2025-regen 10.18653/v1/2025.findings-emnlp.649 https://aclanthology.org/2025.findings-emnlp.649/ 2025-11 12146 12168 Mitigating Interviewer Bias in Multimodal Depression Detection: An Approach with Adversarial Learning and Contextual Positional Encoding Enshi Zhang author Christian Poellabauer author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-poellabauer-2025-mitigating 10.18653/v1/2025.findings-emnlp.650 https://aclanthology.org/2025.findings-emnlp.650/ 2025-11 12169 12188 AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders Yuqi Zhang author Yuchun Miao author Zuchao Li author Liang Ding author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-amia 10.18653/v1/2025.findings-emnlp.651 https://aclanthology.org/2025.findings-emnlp.651/ 2025-11 12189 12199 Disentangling Language Understanding and Reasoning Structures in Cross-lingual Chain-of-Thought Prompting Khanh-Tung Tran author Nguyet-Hang Vu author Barry O’Sullivan author Hoang D Nguyen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tran-etal-2025-disentangling 10.18653/v1/2025.findings-emnlp.652 https://aclanthology.org/2025.findings-emnlp.652/ 2025-11 12200 12206 MoRoVoc: A Large Dataset for Geographical Variation Identification of the Spoken Romanian Language Andrei-Marius Avram author Bănescu Ema-Ioana author Anda-Teodora Robea author Dumitru-Clementin Cercel author Mihaela-Claudia Cercel author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 avram-etal-2025-morovoc 10.18653/v1/2025.findings-emnlp.653 https://aclanthology.org/2025.findings-emnlp.653/ 2025-11 12207 12216 Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly Lance Ying author Ryan Truong author Katherine M Collins author Cedegao E Zhang author Megan Wei author Tyler BrookeWilson author Tan Zhi-Xuan author Lionel Wong author Joshua B Tenenbaum author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ying-etal-2025-language 10.18653/v1/2025.findings-emnlp.654 https://aclanthology.org/2025.findings-emnlp.654/ 2025-11 12217 12235 MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs Zaid Alyafeai author Maged S Al-shaibani author Bernard Ghanem author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 alyafeai-etal-2025-mole 10.18653/v1/2025.findings-emnlp.655 https://aclanthology.org/2025.findings-emnlp.655/ 2025-11 12236 12264 MASSV: Multimodal Adaptation and Self-Data Distillation for Speculative Decoding of Vision-Language Models Mugilan Ganesan author Shane Segal author Ankur Aggarwal author Nish Sinnadurai author Sean Lie author Vithursan Thangarasa author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ganesan-etal-2025-massv 10.18653/v1/2025.findings-emnlp.656 https://aclanthology.org/2025.findings-emnlp.656/ 2025-11 12265 12276 FESTA: Functionally Equivalent Sampling for Trust Assessment of Multimodal LLMs Debarpan Bhattacharya author Apoorva Kulkarni author Sriram Ganapathy author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bhattacharya-etal-2025-festa 10.18653/v1/2025.findings-emnlp.657 https://aclanthology.org/2025.findings-emnlp.657/ 2025-11 12277 12295 ClaimGen-CN: A Large-scale Chinese Dataset for Legal Claim Generation Siying Zhou author Yiquan Wu author Hui Chen author Xueyu Hu author Kun Kuang author Adam Jatowt author Chunyan Zheng author Fei Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-claimgen 10.18653/v1/2025.findings-emnlp.658 https://aclanthology.org/2025.findings-emnlp.658/ 2025-11 12296 12323 Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification Yifei Yuan author Jiatong Li author Weijia Zhang author Mohammad Aliannejadi author Evangelos Kanoulas author Renjun Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yuan-etal-2025-summarize 10.18653/v1/2025.findings-emnlp.659 https://aclanthology.org/2025.findings-emnlp.659/ 2025-11 12324 12348 Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty Yu Feng author Phu Mon Htut author Zheng Qi author Wei Xiao author Manuel Mager author Nikolaos Pappas author Kishaloy Halder author Yang Li author Yassine Benajiba author Dan Roth author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-rethinking 10.18653/v1/2025.findings-emnlp.660 https://aclanthology.org/2025.findings-emnlp.660/ 2025-11 12349 12375 Stress-Testing the Reasoning Competence of Language Models With Formal Proofs Konstantine Arkoudas author Serafim Batzoglou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 arkoudas-batzoglou-2025-stress 10.18653/v1/2025.findings-emnlp.661 https://aclanthology.org/2025.findings-emnlp.661/ 2025-11 12376 12394 Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization Chuyuan Li author Austin Xu author Shafiq Joty author Giuseppe Carenini author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-topic 10.18653/v1/2025.findings-emnlp.662 https://aclanthology.org/2025.findings-emnlp.662/ 2025-11 12395 12412 FACTCHECKMATE: Preemptively Detecting and Mitigating Hallucinations in LMs Deema Alnuhait author Neeraja Kirtane author Muhammad Khalifa author Hao Peng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 alnuhait-etal-2025-factcheckmate 10.18653/v1/2025.findings-emnlp.663 https://aclanthology.org/2025.findings-emnlp.663/ 2025-11 12413 12428 Dialectal Toxicity Detection: Evaluating LLM-as-a-Judge Consistency Across Language Varieties Fahim Faisal author Md Mushfiqur Rahman author Antonios Anastasopoulos author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 faisal-etal-2025-dialectal 10.18653/v1/2025.findings-emnlp.664 https://aclanthology.org/2025.findings-emnlp.664/ 2025-11 12429 12452 Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models Pushkar Shukla author Aditya Chinchure author Emily Diana author Alexander Tolbert author Kartik Hosanagar author Vineeth N Balasubramanian author Leonid Sigal author Matthew A Turk author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shukla-etal-2025-mitigate 10.18653/v1/2025.findings-emnlp.665 https://aclanthology.org/2025.findings-emnlp.665/ 2025-11 12453 12472 Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models Yuchun Fan author Yilin Wang author Yongyu Mu author Lei Huang author Bei Li author Xiaocheng Feng author Tong Xiao author JingBo Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fan-etal-2025-language 10.18653/v1/2025.findings-emnlp.666 https://aclanthology.org/2025.findings-emnlp.666/ 2025-11 12473 12500 InfAL: Inference Time Adversarial Learning for Improving Research Ideation Sikun Guo author Amir Hassan Shariatmadari author Peng Wang author Albert Huang author Aidong Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-infal 10.18653/v1/2025.findings-emnlp.667 https://aclanthology.org/2025.findings-emnlp.667/ 2025-11 12501 12522 Speculative Decoding for Multi-Sample Inference Yiwei Li author Jiayi Shi author Shaoxiong Feng author Peiwen Yuan author Xinglin Wang author Yueqi Zhang author Ji Zhang author Chuyi Tan author Boyuan Pan author Yao Hu author Kan Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-speculative 10.18653/v1/2025.findings-emnlp.668 https://aclanthology.org/2025.findings-emnlp.668/ 2025-11 12523 12533 LSRL: Process-Supervised GRPO on Latent Recurrent States Improves Mathematical Reasoning Hangliang Ren author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ren-2025-lsrl 10.18653/v1/2025.findings-emnlp.669 https://aclanthology.org/2025.findings-emnlp.669/ 2025-11 12534 12545 Multi-token Mask-filling and Implicit Discourse Relations Meinan Liu author Yunfang Dong author Xixian Liao author Bonnie Webber author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-multi-token 10.18653/v1/2025.findings-emnlp.670 https://aclanthology.org/2025.findings-emnlp.670/ 2025-11 12546 12560 Schema Generation for Large Knowledge Graphs Using Large Language Models Bohui Zhang author Yuan He author Lydia Pintscher author Albert Meroño-Peñuela author Elena Simperl author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-schema 10.18653/v1/2025.findings-emnlp.671 https://aclanthology.org/2025.findings-emnlp.671/ 2025-11 12561 12580 MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search Yunhai Hu author Yilun Zhao author Chen Zhao author Arman Cohan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-mcts 10.18653/v1/2025.findings-emnlp.672 https://aclanthology.org/2025.findings-emnlp.672/ 2025-11 12581 12597 What if Othello-Playing Language Models Could See? Xinyi Chen author Yifei Yuan author Jiaang Li author Serge Belongie author Maarten de Rijke author Anders Søgaard author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-othello 10.18653/v1/2025.findings-emnlp.673 https://aclanthology.org/2025.findings-emnlp.673/ 2025-11 12598 12609 LLM-Based Web Data Collection for Research Dataset Creation Thomas Berkane author Marie-Laure Charpignon author Maimuna S Majumder author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 berkane-etal-2025-llm 10.18653/v1/2025.findings-emnlp.674 https://aclanthology.org/2025.findings-emnlp.674/ 2025-11 12610 12622 PsyScam: A Benchmark for Psychological Techniques in Real-World Scams Shang Ma author Tianyi Ma author Jiahao Liu author Wei Song author Zhenkai Liang author Xusheng Xiao author Yanfang Ye author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-psyscam 10.18653/v1/2025.findings-emnlp.675 https://aclanthology.org/2025.findings-emnlp.675/ 2025-11 12623 12637 LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning Zhangming Li author Qinghao Hu author Yiqun Chen author Peisong Wang author Yifan Zhang author Jian Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-lorada 10.18653/v1/2025.findings-emnlp.676 https://aclanthology.org/2025.findings-emnlp.676/ 2025-11 12638 12655 Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models Cheng Yan author Feng Zhao author Ruilin Zhao author Hong Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yan-etal-2025-inductive 10.18653/v1/2025.findings-emnlp.677 https://aclanthology.org/2025.findings-emnlp.677/ 2025-11 12656 12666 ForestCast: Open-Ended Event Forecasting with Semantic News Forest Zi Yu author Shaoxiang Wang author Guozheng Li author Yu Zhang author Chi Harold Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-forestcast 10.18653/v1/2025.findings-emnlp.678 https://aclanthology.org/2025.findings-emnlp.678/ 2025-11 12667 12681 Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge Mohammad Reza Rezaei author Reza Saadati Fard author Jayson Lee Parker author Rahul G Krishnan author Milad Lankarany author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rezaei-etal-2025-agentic 10.18653/v1/2025.findings-emnlp.679 https://aclanthology.org/2025.findings-emnlp.679/ 2025-11 12682 12701 Text Anomaly Detection with Simplified Isolation Kernel Yang Cao author Sikun Yang author Yujiu Yang author Lianyong Qi author Ming Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cao-etal-2025-text 10.18653/v1/2025.findings-emnlp.680 https://aclanthology.org/2025.findings-emnlp.680/ 2025-11 12702 12713 Idola Tribus of AI: Large Language Models tend to perceive order where none exists Shin-nosuke Ishikawa author Masato Todo author Taiki Ogihara author Hirotsugu Ohba author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ishikawa-etal-2025-idola 10.18653/v1/2025.findings-emnlp.681 https://aclanthology.org/2025.findings-emnlp.681/ 2025-11 12714 12727 Thunder-DeID: Accurate and Efficient De-identification Framework for Korean Court Judgments Sungeun Hahm author Heejin Kim author Gyuseong Lee author Hyunji M Park author Jaejin Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hahm-etal-2025-thunder 10.18653/v1/2025.findings-emnlp.682 https://aclanthology.org/2025.findings-emnlp.682/ 2025-11 12728 12755 Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances, Resources, and Future Directions Yaozu Wu author Dongyuan Li author Yankai Chen author Renhe Jiang author Henry Peng Zou author Wei-Chieh Huang author Yangning Li author Liancheng Fang author Zhen Wang author Philip S Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-multi 10.18653/v1/2025.findings-emnlp.683 https://aclanthology.org/2025.findings-emnlp.683/ 2025-11 12756 12773 Comprehensive Evaluation on Lexical Normalization: Boundary-Aware Approaches for Unsegmented Languages Shohei Higashiyama author Masao Utiyama author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 higashiyama-utiyama-2025-comprehensive 10.18653/v1/2025.findings-emnlp.684 https://aclanthology.org/2025.findings-emnlp.684/ 2025-11 12774 12799 Explainable Text Classification with LLMs: Enhancing Performance through Dialectical Prompting and Explanation-Guided Training Huaming Du author Lei Yuan author Cancan Feng author Guisong Liu author Gang Kou author Carl Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 du-etal-2025-explainable 10.18653/v1/2025.findings-emnlp.685 https://aclanthology.org/2025.findings-emnlp.685/ 2025-11 12800 12816 MultiPL-MoE: Multi-Programming-Lingual Extension of Large Language Models through Hybrid Mixture-of-Experts Qing Wang author Xue Han author Jiahui Wang author Lehao Xing author Qian Hu author Lianlian Zhang author Chao Deng author Junlan Feng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-multipl 10.18653/v1/2025.findings-emnlp.686 https://aclanthology.org/2025.findings-emnlp.686/ 2025-11 12817 12828 AutoSpec: An Agentic Framework for Automatically Drafting Patent Specification Ryan Shea author Zhou Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shea-yu-2025-autospec 10.18653/v1/2025.findings-emnlp.687 https://aclanthology.org/2025.findings-emnlp.687/ 2025-11 12829 12840 LimaCost: Data Valuation for Instruction Tuning of Large Language Models Hyeonseok Moon author Jaehyung Seo author Seonmin Koo author Jinsung Kim author Young-kyoung Ham author Jiwon Moon author Heuiseok Lim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 moon-etal-2025-limacost 10.18653/v1/2025.findings-emnlp.688 https://aclanthology.org/2025.findings-emnlp.688/ 2025-11 12841 12854 Two Challenges, One Solution: Robust Multimodal Learning through Dynamic Modality Recognition and Enhancement Lanxin Bi author Yunqi Zhang author Luyi Wang author Yake Niu author Hui Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bi-etal-2025-two 10.18653/v1/2025.findings-emnlp.689 https://aclanthology.org/2025.findings-emnlp.689/ 2025-11 12855 12867 SwiftPrune: Hessian-Free Weight Pruning for Large Language Models Yuhan Kang author Yang Shi author Mei Wen author Jun He author Jianchao Yang author Zeyu Xue author Jing Feng author Xinwang Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kang-etal-2025-swiftprune 10.18653/v1/2025.findings-emnlp.690 https://aclanthology.org/2025.findings-emnlp.690/ 2025-11 12868 12879 Training LLMs for Optimization Modeling via Iterative Data Synthesis and Structured Validation Yang Wu author Yifan Zhang author Yurong Wu author Yuran Wang author Junkai Zhang author Jian Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-training 10.18653/v1/2025.findings-emnlp.691 https://aclanthology.org/2025.findings-emnlp.691/ 2025-11 12880 12896 Exploiting Prompt-induced Confidence for Black-Box Attacks on LLMs Meina Chen author Yihong Tang author Kehai Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-exploiting 10.18653/v1/2025.findings-emnlp.692 https://aclanthology.org/2025.findings-emnlp.692/ 2025-11 12897 12903 DPF-CM: A Data Processing Framework with Privacy-Preserving Vector Databases for Chinese Medical LLMs Training and Deployment Wei Huang author Anda Cheng author Zhao Zhang author Yinggui Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-dpf 10.18653/v1/2025.findings-emnlp.693 https://aclanthology.org/2025.findings-emnlp.693/ 2025-11 12904 12916 Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward Han Weng author Puzhen Wu author Cui Longjie author Yi Zhan author Boyi Liu author Yuanfeng Song author Dun Zeng author Yingxiang Yang author Qianru Zhang author Dong Huang author Xiaoming Yin author Yang Sun author Xing Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 weng-etal-2025-graph 10.18653/v1/2025.findings-emnlp.694 https://aclanthology.org/2025.findings-emnlp.694/ 2025-11 12917 12943 StatsChartMWP: A Dataset for Evaluating Multimodal Mathematical Reasoning Abilities on Math Word Problems with Statistical Charts Dan Zhu author Tianqiao Liu author Zitao Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-statschartmwp 10.18653/v1/2025.findings-emnlp.695 https://aclanthology.org/2025.findings-emnlp.695/ 2025-11 12944 12954 Logic-Thinker: Teaching Large Language Models to Think more Logically. Chengyao Wen author Qiang Cheng author Shaofei Wang author Zhizhen Liu author Deng Zhao author Lei Liang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wen-etal-2025-logic 10.18653/v1/2025.findings-emnlp.696 https://aclanthology.org/2025.findings-emnlp.696/ 2025-11 12955 12969 ACEBench: A Comprehensive Evaluation of LLM Tool Usage Chen Chen author Xinlong Hao author Weiwen Liu author Xu Huang author Xingshan Zeng author Shuai Yu author Dexun Li author Yuefeng Huang author Xiangcheng Liu author Wang Xinzhi author Wu Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-acebench 10.18653/v1/2025.findings-emnlp.697 https://aclanthology.org/2025.findings-emnlp.697/ 2025-11 12970 12998 RevPRAG: Revealing Poisoning Attacks in Retrieval-Augmented Generation through LLM Activation Analysis Xue Tan author Hao Luan author Mingyu Luo author Xiaoyan Sun author Ping Chen author Jun Dai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tan-etal-2025-revprag 10.18653/v1/2025.findings-emnlp.698 https://aclanthology.org/2025.findings-emnlp.698/ 2025-11 12999 13011 DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression Wei Huang author Huang Wei author Yinggui Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-damoc 10.18653/v1/2025.findings-emnlp.699 https://aclanthology.org/2025.findings-emnlp.699/ 2025-11 13012 13027 CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning Jianfeng Pan author Senyou Deng author Shaomang Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pan-etal-2025-coat 10.18653/v1/2025.findings-emnlp.700 https://aclanthology.org/2025.findings-emnlp.700/ 2025-11 13028 13045 ChartM³: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension Duo Xu author Hao Cheng author Xin Lin author Zhen Xie author Hao Henry Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-chartm3 10.18653/v1/2025.findings-emnlp.701 https://aclanthology.org/2025.findings-emnlp.701/ 2025-11 13046 13068 Can LLMs Truly Plan? A Comprehensive Evaluation of Planning Capabilities Gayeon Jung author HyeonSeok Lim author Minjun Kim author Joon-ho Lim author KyungTae Lim author Hansaem Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jung-etal-2025-llms 10.18653/v1/2025.findings-emnlp.702 https://aclanthology.org/2025.findings-emnlp.702/ 2025-11 13069 13084 MARIO-0.5B: A Multi-Agent Lightweight Model for Real-Time Open Information Extraction in Low-Resource Settings Donghai Zhang author SHuangtao Yang author Dong Xiaozheng author Wei Song author Bo Fu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-mario 10.18653/v1/2025.findings-emnlp.703 https://aclanthology.org/2025.findings-emnlp.703/ 2025-11 13085 13094 BiMax: Bidirectional MaxSim Score for Document-Level Alignment Xiaotian Wang author Takehito Utsuro author Masaaki Nagata author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-bimax 10.18653/v1/2025.findings-emnlp.704 https://aclanthology.org/2025.findings-emnlp.704/ 2025-11 13095 13116 DocMMIR: A Framework for Document Multi-modal Information Retrieval Zirui Li author Siwei Wu author Yizhi Li author Xingyu Wang author Yi Zhou author Chenghua Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-docmmir 10.18653/v1/2025.findings-emnlp.705 https://aclanthology.org/2025.findings-emnlp.705/ 2025-11 13117 13130 MoVoC: Morphology-Aware Subword Construction for Ge’ez Script Languages Hailay Kidu Teklehaymanot author Dren Fazlija author Wolfgang Nejdl author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 teklehaymanot-etal-2025-movoc 10.18653/v1/2025.findings-emnlp.706 https://aclanthology.org/2025.findings-emnlp.706/ 2025-11 13131 13144 MMA: Cross-Domain Knowledge Integration via Mixture of Multi-Domain Agents Kehang Jia author Juntao Li author Xiaobo Liang author Yisheng Xiao author Yixuan Yang author Min Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jia-etal-2025-mma 10.18653/v1/2025.findings-emnlp.707 https://aclanthology.org/2025.findings-emnlp.707/ 2025-11 13145 13160 HAWK: Highlighting Entity-aware Knowledge for Alleviating Information Sparsity in Long Contexts Seonmin Koo author Jinsung Kim author Chanjun Park author Heuiseok Lim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 koo-etal-2025-hawk 10.18653/v1/2025.findings-emnlp.708 https://aclanthology.org/2025.findings-emnlp.708/ 2025-11 13161 13184 Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models Hao Zhang author Bo Huang author Zhenjia Li author Xi Xiao author Hui Yi Leong author Zumeng Zhang author Xinwei Long author Tianyang Wang author Hao Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-sensitivity 10.18653/v1/2025.findings-emnlp.709 https://aclanthology.org/2025.findings-emnlp.709/ 2025-11 13185 13199 ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning Yang Wu author Huayi Zhang author Yizheng Jiao author Lin Ma author Xiaozhong Liu author Jinhong Yu author Dongyu Zhang author Dezhi Yu author Wei Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-rose 10.18653/v1/2025.findings-emnlp.710 https://aclanthology.org/2025.findings-emnlp.710/ 2025-11 13200 13219 SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone Nishant Subramani author Alfredo Gomez author Mona T Diab author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 subramani-etal-2025-simba 10.18653/v1/2025.findings-emnlp.711 https://aclanthology.org/2025.findings-emnlp.711/ 2025-11 13220 13233 MarathiEmoExplain: A Dataset for Sentiment, Emotion, and Explanation in Low-Resource Marathi Anuj Kumar author Mohammed Faisal Sayed author Satyadev Ahlawat author Yamuna Prasad author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kumar-etal-2025-marathiemoexplain 10.18653/v1/2025.findings-emnlp.712 https://aclanthology.org/2025.findings-emnlp.712/ 2025-11 13234 13243 Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains Yang Wu author Raha Moraffah author Rujing Yao author Jinhong Yu author Zhimin Tao author Xiaozhong Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-active 10.18653/v1/2025.findings-emnlp.713 https://aclanthology.org/2025.findings-emnlp.713/ 2025-11 13244 13257 Structure-aware Propagation Generation with Large Language Models for Fake News Detection Mengyang Chen author Lingwei Wei author Wei Zhou author Songlin Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-structure 10.18653/v1/2025.findings-emnlp.714 https://aclanthology.org/2025.findings-emnlp.714/ 2025-11 13258 13272 UniCoM: A Universal Code-Switching Speech Generator Sangmin Lee author Woojin Chung author Seyun Um author Hong-Goo Kang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-unicom 10.18653/v1/2025.findings-emnlp.715 https://aclanthology.org/2025.findings-emnlp.715/ 2025-11 13273 13288 Mitigating Sequential Dependencies: A Survey of Algorithms and Systems for Generation-Refinement Frameworks in Autoregressive Models Yunhai Hu author Zining Liu author Zhenyuan Dong author Tianfan Peng author Bradley McDanel author Sai Qian Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-mitigating 10.18653/v1/2025.findings-emnlp.716 https://aclanthology.org/2025.findings-emnlp.716/ 2025-11 13289 13304 Do We Really Need All Those Dimensions? An Intrinsic Evaluation Framework for Compressed Embeddings Nathan Inkiriwang author Necva Bölücü author Garth Tarr author Maciej Rybinski author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 inkiriwang-etal-2025-really 10.18653/v1/2025.findings-emnlp.717 https://aclanthology.org/2025.findings-emnlp.717/ 2025-11 13305 13323 Mixture of LoRA Experts for Continual Information Extraction with LLMs Zitao Wang author Xinyi Wang author Wei Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-mixture 10.18653/v1/2025.findings-emnlp.718 https://aclanthology.org/2025.findings-emnlp.718/ 2025-11 13324 13339 Spelling-out is not Straightforward: LLMs’ Capability of Tokenization from Token to Characters Tatsuya Hiraoka author Kentaro Inui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hiraoka-inui-2025-spelling 10.18653/v1/2025.findings-emnlp.719 https://aclanthology.org/2025.findings-emnlp.719/ 2025-11 13340 13353 OAgents: An Empirical Study of Building Effective Agents He Zhu author Tianrui Qin author King Zhu author Heyuan Huang author Yeyi Guan author Jinxiang Xia author Hanhao Li author Yi Yao author Ningning Wang author Pai Liu author Tianhao Peng author Xin Gui author Li Xiaowan author Yuhui Liu author Xiangru Tang author Jian Yang author Ge Zhang author Xitong Gao author Yuchen Eleanor Jiang author Changwang Zhang author Jun Wang author Jiaheng Liu author Wangchunshu Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-oagents 10.18653/v1/2025.findings-emnlp.720 https://aclanthology.org/2025.findings-emnlp.720/ 2025-11 13354 13369 2Columns1Row: A Russian Benchmark for Textual and Multimodal Table Understanding and Reasoning Vildan Saburov author Daniil Vodolazsky author Danil Sazanakov author Alena Fenogenova author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 saburov-etal-2025-2columns1row 10.18653/v1/2025.findings-emnlp.721 https://aclanthology.org/2025.findings-emnlp.721/ 2025-11 13370 13389 Permitted Knowledge Boundary: Evaluating the Knowledge-Constrained Responsiveness of Large Language Models Wenrui Bao author Kai Wang author Siqiang Luo author Xiang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bao-etal-2025-permitted 10.18653/v1/2025.findings-emnlp.722 https://aclanthology.org/2025.findings-emnlp.722/ 2025-11 13390 13405 A Closer Look at Bias and Chain-of-Thought Faithfulness of Large (Vision) Language Models Sriram Balasubramanian author Samyadeep Basu author Soheil Feizi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 balasubramanian-etal-2025-closer 10.18653/v1/2025.findings-emnlp.723 https://aclanthology.org/2025.findings-emnlp.723/ 2025-11 13406 13439 From Remembering to Metacognition: Do Existing Benchmarks Accurately Evaluate LLMs? Geng Zhang author Yizhou Ying author Sihang Jiang author Jiaqing Liang author Guanglei Yue author Yifei Fu author Hailin Hu author Yanghua Xiao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-remembering 10.18653/v1/2025.findings-emnlp.724 https://aclanthology.org/2025.findings-emnlp.724/ 2025-11 13440 13457 How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders Tatsuro Inaba author Go Kamoda author Kentaro Inui author Masaru Isonuma author Yusuke Miyao author Yohei Oseki author Yu Takagi author Benjamin Heinzerling author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 inaba-etal-2025-bilingual 10.18653/v1/2025.findings-emnlp.725 https://aclanthology.org/2025.findings-emnlp.725/ 2025-11 13458 13470 MultiConIR: Towards Multi-Condition Information Retrieval Xuan Lu author Sifan Liu author Bochao Yin author Yongqi Li author Xinghao Chen author Hui Su author Yaohui Jin author Wenjun Zeng author Xiaoyu Shen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lu-etal-2025-multiconir 10.18653/v1/2025.findings-emnlp.726 https://aclanthology.org/2025.findings-emnlp.726/ 2025-11 13471 13494 HMCL: Task-Optimal Text Representation Adaptation through Hierarchical Contrastive Learning Zhenyi Wang author Yapeng Jia author Haiyan Ning author Peng Wang author Dan Wang author Yitao Cao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-hmcl 10.18653/v1/2025.findings-emnlp.727 https://aclanthology.org/2025.findings-emnlp.727/ 2025-11 13495 13518 KBAlign: Efficient Self Adaptation on Specific Textual Knowledge Bases Zheni Zeng author Yuxuan Chen author Shi Yu author Ruobing Wang author Yukun Yan author Zhenghao Liu author Shuo Wang author Xu Han author Zhiyuan Liu author Maosong Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-kbalign 10.18653/v1/2025.findings-emnlp.728 https://aclanthology.org/2025.findings-emnlp.728/ 2025-11 13519 13532 Revisiting Chain-of-Thought Prompting: Zero-shot Can Be Stronger than Few-shot Xiang Cheng author Chengyan Pan author Minjun Zhao author Deyang Li author Fangchao Liu author Xinyu Zhang author Xiao Zhang author Yong Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheng-etal-2025-revisiting-chain 10.18653/v1/2025.findings-emnlp.729 https://aclanthology.org/2025.findings-emnlp.729/ 2025-11 13533 13554 RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing Hao Xiang author Tianyi Tang author Yang Su author Bowen Yu author An Yang author Fei Huang author Yichang Zhang author Yaojie Lu author Hongyu Lin author Xianpei Han author Jingren Zhou author Junyang Lin author Le Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiang-etal-2025-rmtbench 10.18653/v1/2025.findings-emnlp.730 https://aclanthology.org/2025.findings-emnlp.730/ 2025-11 13555 13571 Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning Huatong Song author Jinhao Jiang author Wenqing Tian author Zhipeng Chen author Yuhuan Wu author Jiahao Zhao author Yingqian Min author Wayne Xin Zhao author Lei Fang author Ji-Rong Wen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-smart 10.18653/v1/2025.findings-emnlp.731 https://aclanthology.org/2025.findings-emnlp.731/ 2025-11 13572 13586 InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding Cheng Jiayang author Qianqian Zhuang author Haoran Li author Chunkit Chan author Xin Liu author Lin Qiu author Yangqiu Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiayang-etal-2025-integround 10.18653/v1/2025.findings-emnlp.732 https://aclanthology.org/2025.findings-emnlp.732/ 2025-11 13587 13602 MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique Gailun Zeng author Ziyang Luo author Hongzhan Lin author Yuchen Tian author Kaixin Li author Ziyang Gong author Jianxiong Guo author Jing Ma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-mm 10.18653/v1/2025.findings-emnlp.733 https://aclanthology.org/2025.findings-emnlp.733/ 2025-11 13603 13630 On the Correspondence between the Squared Norm and Information Content in Text Embeddings Enrique Amigo author Adrian Ghajari author Alejandro Benito-Santos author Diego De La Fuente Rodríguez author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 amigo-etal-2025-correspondence 10.18653/v1/2025.findings-emnlp.734 https://aclanthology.org/2025.findings-emnlp.734/ 2025-11 13631 13643 Adversary-Aware DPO: Enhancing Safety Alignment in Vision Language Models via Adversarial Training Fenghua Weng author Jian Lou author Jun Feng author Minlie Huang author Wenjie Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 weng-etal-2025-adversary 10.18653/v1/2025.findings-emnlp.735 https://aclanthology.org/2025.findings-emnlp.735/ 2025-11 13644 13657 SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion Mengxue Yang author Chun Yang author Jiaqi Zhu author Jiafan Li author Jingqi Zhang author Yuyang Li author Ying Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-slint 10.18653/v1/2025.findings-emnlp.736 https://aclanthology.org/2025.findings-emnlp.736/ 2025-11 13658 13671 LAVa: Layer-wise KV Cache Eviction with Dynamic Budget Allocation Yiqun Shen author Song Yuan author Zhengze Zhang author Xiaoliang Wang author Daxin Jiang author Cam-Tu Nguyen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shen-etal-2025-lava 10.18653/v1/2025.findings-emnlp.737 https://aclanthology.org/2025.findings-emnlp.737/ 2025-11 13672 13692 LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning Yining Huang author Bin Li author Keke Tang author Meilian Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-lora 10.18653/v1/2025.findings-emnlp.738 https://aclanthology.org/2025.findings-emnlp.738/ 2025-11 13693 13704 SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis Shuang Sun author Huatong Song author Yuhao Wang author Ruiyang Ren author Jinhao Jiang author Junjie Zhang author Fei Bai author Jia Deng author Wayne Xin Zhao author Zheng Liu author Lei Fang author Zhongyuan Wang author Ji-Rong Wen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sun-etal-2025-simpledeepsearcher 10.18653/v1/2025.findings-emnlp.739 https://aclanthology.org/2025.findings-emnlp.739/ 2025-11 13705 13720 LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning Zhibin Lan author Liqiang Niu author Fandong Meng author Jie Zhou author Jinsong Su author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lan-etal-2025-llave 10.18653/v1/2025.findings-emnlp.740 https://aclanthology.org/2025.findings-emnlp.740/ 2025-11 13721 13735 SampleMix: A Sample-wise Pre-training Data Mixing Strategy by Coordinating Data Quality and Diversity Xiangyu Xi author Deyang Kong author Jian Yang author Jiawei Yang author Zhengyu Chen author Wei Wang author Jingang Wang author Xunliang Cai author Shikun Zhang author Wei Ye author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xi-etal-2025-samplemix 10.18653/v1/2025.findings-emnlp.741 https://aclanthology.org/2025.findings-emnlp.741/ 2025-11 13736 13758 Evaluating Test-Time Scaling LLMs for Legal Reasoning: OpenAI o1, DeepSeek-R1, and Beyond Yinghao Hu author Yaoyao Yu author Leilei Gan author Bin Wei author Kun Kuang author Fei Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.742 https://aclanthology.org/2025.findings-emnlp.742/ 2025-11 13759 13781 LLM Agents for Education: Advances and Applications Zhendong Chu author Shen Wang author Jian Xie author Tinghui Zhu author Yibo Yan author Jingheng Ye author Aoxiao Zhong author Xuming Hu author Jing Liang author Philip S Yu author Qingsong Wen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chu-etal-2025-llm 10.18653/v1/2025.findings-emnlp.743 https://aclanthology.org/2025.findings-emnlp.743/ 2025-11 13782 13810 Modeling Subjectivity in Cognitive Appraisal with Language Models Yuxiang Zhou author Hainiu Xu author Desmond C Ong author Maria Liakata author Petr Slovak author Yulan He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-modeling 10.18653/v1/2025.findings-emnlp.744 https://aclanthology.org/2025.findings-emnlp.744/ 2025-11 13811 13833 Dementia Through Different Eyes: Explainable Modeling of Human and LLM Perceptions for Early Awareness Lotem Peled-Cohen author Maya Zadok author Nitay Calderon author Hila Gonen author Roi Reichart author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 peled-cohen-etal-2025-dementia 10.18653/v1/2025.findings-emnlp.745 https://aclanthology.org/2025.findings-emnlp.745/ 2025-11 13834 13860 Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations Yifan Lu author Ziqi Zhang author Chunfeng Yuan author Jun Gao author Congxuan Zhang author Xiaojuan Qi author Bing Li author Weiming Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lu-etal-2025-mitigating 10.18653/v1/2025.findings-emnlp.746 https://aclanthology.org/2025.findings-emnlp.746/ 2025-11 13861 13877 How Much Do Large Language Models Know about Human Motion? A Case Study in 3D Avatar Control Kunhang Li author Jason Naradowsky author Yansong Feng author Yusuke Miyao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-much 10.18653/v1/2025.findings-emnlp.747 https://aclanthology.org/2025.findings-emnlp.747/ 2025-11 13878 13921 The Search for Conflicts of Interest: Open Information Extraction in Scientific Publications Garima Gaur author Oana Balalau author Ioana Manolescu author Prajna Upadhyay author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gaur-etal-2025-search 10.18653/v1/2025.findings-emnlp.748 https://aclanthology.org/2025.findings-emnlp.748/ 2025-11 13922 13936 On Collaborating Small and Large Models For Few-shot Intent Detection Peng Chen author Bang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-wang-2025-collaborating 10.18653/v1/2025.findings-emnlp.749 https://aclanthology.org/2025.findings-emnlp.749/ 2025-11 13937 13953 A Survey on LLMs for Story Generation Maria Teleki author Vedangi Bengali author Xiangjue Dong author Sai Tejas Janjur author Haoran Liu author Tian Liu author Cong Wang author Ting Liu author Yin Zhang author Frank Shipman author James Caverlee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 teleki-etal-2025-survey 10.18653/v1/2025.findings-emnlp.750 https://aclanthology.org/2025.findings-emnlp.750/ 2025-11 13954 13966 From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing Chengrui Xiang author Tengfei Ma author Xiangzheng Fu author Yiping Liu author Bosheng Song author Xiangxiang Zeng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiang-etal-2025-knowledge 10.18653/v1/2025.findings-emnlp.751 https://aclanthology.org/2025.findings-emnlp.751/ 2025-11 13967 13982 SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs Xiaotong Xu author Yizhao Wang author Yunfei Liu author Shengyang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-skrag 10.18653/v1/2025.findings-emnlp.752 https://aclanthology.org/2025.findings-emnlp.752/ 2025-11 13983 13994 A Generative Framework for Personalized Sticker Retrieval Changjiang Zhou author Ruqing Zhang author Jiafeng Guo author Yu-An Liu author Fan Zhang author Ganyuan Luo author Xueqi Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-generative 10.18653/v1/2025.findings-emnlp.753 https://aclanthology.org/2025.findings-emnlp.753/ 2025-11 13995 14009 Bridging Semantic and Modality Gaps in Zero-Shot Captioning via Retrieval from Synthetic Data Zhiyue Liu author Wenkai Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-zhou-2025-bridging 10.18653/v1/2025.findings-emnlp.754 https://aclanthology.org/2025.findings-emnlp.754/ 2025-11 14010 14023 Humor in Pixels: Benchmarking Large Multimodal Models Understanding of Online Comics Yuriel Ryan author Rui Yang Tan author Kenny Tsu Wei Choo author Roy Ka-Wei Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ryan-etal-2025-humor 10.18653/v1/2025.findings-emnlp.755 https://aclanthology.org/2025.findings-emnlp.755/ 2025-11 14024 14050 BiMediX2 : Bio-Medical EXpert LMM for Diverse Medical Modalities Sahal Shaji Mullappilly author Mohammed Irfan Kurpath author Sara Pieri author Saeed Yahya Alseiari author Shanavas Cholakkal author Khaled M Aldahmani author Fahad Shahbaz Khan author Rao Muhammad Anwer author Salman Khan author Timothy Baldwin author Hisham Cholakkal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mullappilly-etal-2025-bimedix2 10.18653/v1/2025.findings-emnlp.756 https://aclanthology.org/2025.findings-emnlp.756/ 2025-11 14051 14071 DeMAC: Enhancing Multi-Agent Coordination with Dynamic DAG and Manager-Player Feedback Yuhan Liu author Cong Xu author Lu Liu author Yihua Wang author Feiyu Chen author Qi Jia author Yaqian Zhao author Zhichun Wang author Xiang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-demac 10.18653/v1/2025.findings-emnlp.757 https://aclanthology.org/2025.findings-emnlp.757/ 2025-11 14072 14098 Coherence of Argumentative Dialogue Snippets: A New Method for Large Scale Evaluation with an Application to Inference Anchoring Theory Paul Piwek author Jacopo Amidei author Svetlana Stoyanchev author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 piwek-etal-2025-coherence 10.18653/v1/2025.findings-emnlp.758 https://aclanthology.org/2025.findings-emnlp.758/ 2025-11 14099 14119 Angular Dispersion Accelerates k-Nearest Neighbors Machine Translation Evgeniia Tokarchuk author Sergey Troshin author Vlad Niculae author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tokarchuk-etal-2025-angular 10.18653/v1/2025.findings-emnlp.759 https://aclanthology.org/2025.findings-emnlp.759/ 2025-11 14120 14132 Benchmarking Contextual and Paralinguistic Reasoning in Speech-LLMs: A Case Study with In-the-Wild Data Qiongqiong Wang author Hardik Bhupendra Sailor author Tianchi Liu author Wenyu Zhang author Muhammad Huzaifah author Nattadaporn Lertcheva author Shuo Sun author Nancy F Chen author Jinyang Wu author AiTi Aw author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-benchmarking-contextual 10.18653/v1/2025.findings-emnlp.760 https://aclanthology.org/2025.findings-emnlp.760/ 2025-11 14133 14148 This is not a Disimprovement: Improving Negation Reasoning in Large Language Models via Prompt Engineering Joshua Jose Dias Barreto author Abhik Jana author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 barreto-jana-2025-disimprovement 10.18653/v1/2025.findings-emnlp.761 https://aclanthology.org/2025.findings-emnlp.761/ 2025-11 14149 14156 Make Every Letter Count: Building Dialect Variation Dictionaries from Monolingual Corpora Robert Litschko author Verena Blaschke author Diana Burkhardt author Barbara Plank author Diego Frassinelli author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 litschko-etal-2025-make 10.18653/v1/2025.findings-emnlp.762 https://aclanthology.org/2025.findings-emnlp.762/ 2025-11 14157 14174 SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment Yuqing Huang author Rongyang Zhang author Qimeng Wang author Chengqiang Lu author Yan Gao author Yiwu author Yao Hu author Xuyang Zhi author Guiquan Liu author Xin Li author Hao Wang author Enhong Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-selfaug 10.18653/v1/2025.findings-emnlp.763 https://aclanthology.org/2025.findings-emnlp.763/ 2025-11 14175 14190 SEKE: Specialised Experts for Keyword Extraction Matej Martinc author Thi Hong Hanh Tran author Senja Pollak author Boshko Koloski author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 martinc-etal-2025-seke 10.18653/v1/2025.findings-emnlp.764 https://aclanthology.org/2025.findings-emnlp.764/ 2025-11 14191 14205 1+1\ensuremath>2: A Synergistic Sparse and Low-Rank Compression Method for Large Language Models Zeliang Zong author Kai Zhang author Zheyang Li author Wenming Tan author Ye Ren author Yiyan Zhai author Jilin Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zong-etal-2025-1 10.18653/v1/2025.findings-emnlp.765 https://aclanthology.org/2025.findings-emnlp.765/ 2025-11 14206 14220 InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning Xiaotian Han author Yiren Jian author Xuefeng Hu author Haogeng Liu author Yiqi Wang author Qihang Fan author Yuang Ai author Huaibo Huang author Ran He author Zhenheng Yang author Quanzeng You author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-infimm 10.18653/v1/2025.findings-emnlp.766 https://aclanthology.org/2025.findings-emnlp.766/ 2025-11 14221 14231 Zero-Shot Defense Against Toxic Images via Inherent Multimodal Alignment in LVLMs Wei Zhao author Zhe Li author Yige Li author Jun Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-zero 10.18653/v1/2025.findings-emnlp.767 https://aclanthology.org/2025.findings-emnlp.767/ 2025-11 14232 14246 Retrieval Augmented Generation based context discovery for ASR Siskos Dimitrios author Stavros Papadopoulos author Pablo Peso Parada author Jisi Zhang author Karthikeyan Saravanan author Anastasios Drosou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dimitrios-etal-2025-retrieval 10.18653/v1/2025.findings-emnlp.768 https://aclanthology.org/2025.findings-emnlp.768/ 2025-11 14247 14254 pFedRAG: A Personalized Federated Retrieval-Augmented Generation System with Depth-Adaptive Tiered Embedding Tuning Hangyu He author Xin Yuan author Kai Wu author Ren Ping Liu author Wei Ni author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-pfedrag 10.18653/v1/2025.findings-emnlp.769 https://aclanthology.org/2025.findings-emnlp.769/ 2025-11 14255 14268 ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization Zhensheng Jin author Xinze Li author Yifan Ji author Chunyi Peng author Zhenghao Liu author Qi Shi author Yukun Yan author Shuo Wang author Furong Peng author Ge Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jin-etal-2025-recut 10.18653/v1/2025.findings-emnlp.770 https://aclanthology.org/2025.findings-emnlp.770/ 2025-11 14269 14282 CURE: Controlled Unlearning for Robust Embeddings — Mitigating Conceptual Shortcuts in Pre-Trained Language Models Aysenur Kocak author Shuo Yang author Bardh Prenkaj author Gjergji Kasneci author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kocak-etal-2025-cure 10.18653/v1/2025.findings-emnlp.771 https://aclanthology.org/2025.findings-emnlp.771/ 2025-11 14283 14297 MLAlgo-Bench: Can Machines Implement Machine Learning Algorithms? Yunfei Wang author Yeqin Zhang author Yuyang Wu author Liang Lu author Phi Le Nguyen author Xiaoliang Wang author Cam-Tu Nguyen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-mlalgo 10.18653/v1/2025.findings-emnlp.772 https://aclanthology.org/2025.findings-emnlp.772/ 2025-11 14298 14329 Fair Text-Attributed Graph Representation Learning Ruilin Luo author Tianle Gu author Lin Wang author Yunfeng Zhou author Songtao Jiang author Lei Wang author Yujiu Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-fair 10.18653/v1/2025.findings-emnlp.773 https://aclanthology.org/2025.findings-emnlp.773/ 2025-11 14330 14353 Human-Inspired Obfuscation for Model Unlearning: Local and Global Strategies with Hyperbolic Representations Zekun Wang author Jingjie Zeng author Yingxu Li author Liang Yang author Hongfei Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-human 10.18653/v1/2025.findings-emnlp.774 https://aclanthology.org/2025.findings-emnlp.774/ 2025-11 14354 14366 Do Influence Functions Work on Large Language Models? Zhe Li author Wei Zhao author Yige Li author Jun Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-influence 10.18653/v1/2025.findings-emnlp.775 https://aclanthology.org/2025.findings-emnlp.775/ 2025-11 14367 14382 TRUEBench: Can LLM Response Meet Real-world Constraints as Productivity Assistant? Jiho Park author Jongyoon Song author Minjin Choi author Kyuho Heo author Taehun Huh author Ji Won Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 park-etal-2025-truebench 10.18653/v1/2025.findings-emnlp.776 https://aclanthology.org/2025.findings-emnlp.776/ 2025-11 14383 14409 CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks Qi Chai author Zhang Zheng author Junlong Ren author Deheng Ye author Zichuan Lin author Hao Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chai-etal-2025-causalmace 10.18653/v1/2025.findings-emnlp.777 https://aclanthology.org/2025.findings-emnlp.777/ 2025-11 14410 14426 Harry Potter is Still Here! Probing Knowledge Leakage in Targeted Unlearned Large Language Models Bang Trinh Tran To author Thai Le author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 to-le-2025-harry 10.18653/v1/2025.findings-emnlp.778 https://aclanthology.org/2025.findings-emnlp.778/ 2025-11 14427 14439 Learning Trajectories of Figurative Language for Pre-Trained Language Models Nicola Arici author Luca Putelli author Ejdis Gjinika author Ivan Serina author Alfonso Emilio Gerevini author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 arici-etal-2025-learning 10.18653/v1/2025.findings-emnlp.779 https://aclanthology.org/2025.findings-emnlp.779/ 2025-11 14440 14461 BcQLM: Efficient Vision-Language Understanding with Distilled Q-Gated Cross-Modal Fusion Sike Xiang author Shuang Chen author Amir Atapour-Abarghouei author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiang-etal-2025-bcqlm 10.18653/v1/2025.findings-emnlp.780 https://aclanthology.org/2025.findings-emnlp.780/ 2025-11 14462 14472 HapticCap: A Multimodal Dataset and Task for Understanding User Experience of Vibration Haptic Signals Guimin Hu author Daniel Hershcovich author Hasti Seifi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-hapticcap 10.18653/v1/2025.findings-emnlp.781 https://aclanthology.org/2025.findings-emnlp.781/ 2025-11 14473 14489 SubDocTrans: Enhancing Document-level Machine Translation with Plug-and-play Multi-granularity Knowledge Augmentation Hanghai Hong author Yibo Xie author Jiawei Zheng author Xiaoli Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hong-etal-2025-subdoctrans 10.18653/v1/2025.findings-emnlp.782 https://aclanthology.org/2025.findings-emnlp.782/ 2025-11 14490 14506 Social Bias Evaluation for Large Language Models Requires Prompt Variations Rem Hida author Masahiro Kaneko author Naoaki Okazaki author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hida-etal-2025-social 10.18653/v1/2025.findings-emnlp.783 https://aclanthology.org/2025.findings-emnlp.783/ 2025-11 14507 14530 Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding Taowen Liu author Marta Andronic author Deniz Gunduz author George Anthony Constantinides author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-training 10.18653/v1/2025.findings-emnlp.784 https://aclanthology.org/2025.findings-emnlp.784/ 2025-11 14531 14546 FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models Radu Marinescu author Debarun Bhattacharjya author Junkyu Lee author Tigran T Tchrakian author Javier Carnerero-Cano author Yufang Hou author Elizabeth M Daly author Alessandra Pascale author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 marinescu-etal-2025-factreasoner 10.18653/v1/2025.findings-emnlp.785 https://aclanthology.org/2025.findings-emnlp.785/ 2025-11 14547 14577 Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA Yuchen Wu author Liang Ding author Li Shen author Dacheng Tao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-robust 10.18653/v1/2025.findings-emnlp.786 https://aclanthology.org/2025.findings-emnlp.786/ 2025-11 14578 14586 RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing Ruihan Jin author Pengpeng Shao author Zhengqi Wen author Jinyang Wu author Mingkuan Feng author Shuai Zhang author Jianhua Tao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jin-etal-2025-radialrouter 10.18653/v1/2025.findings-emnlp.787 https://aclanthology.org/2025.findings-emnlp.787/ 2025-11 14587 14600 Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models Wataru Hashimoto author Hidetaka Kamigaito author Taro Watanabe author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hashimoto-etal-2025-decoding 10.18653/v1/2025.findings-emnlp.788 https://aclanthology.org/2025.findings-emnlp.788/ 2025-11 14601 14613 Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare Hiba Ahsan author Arnab Sen Sharma author Silvio Amir author David Bau author Byron C Wallace author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ahsan-etal-2025-elucidating 10.18653/v1/2025.findings-emnlp.789 https://aclanthology.org/2025.findings-emnlp.789/ 2025-11 14614 14631 Can You Trick the Grader? Adversarial Persuasion of LLM Judges Yerin Hwang author Dongryeol Lee author Taegwan Kang author Yongil Kim author Kyomin Jung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hwang-etal-2025-trick 10.18653/v1/2025.findings-emnlp.790 https://aclanthology.org/2025.findings-emnlp.790/ 2025-11 14632 14651 Navigating the Unknown: Intent Classification and Out-of-Distribution Detection Using Large Language Models Yusuf Sali author Sıtkı Can Toraman author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sali-toraman-2025-navigating 10.18653/v1/2025.findings-emnlp.791 https://aclanthology.org/2025.findings-emnlp.791/ 2025-11 14652 14664 Trust Me, I’m Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer Adi Simhi author Itay Itzhak author Fazl Barez author Gabriel Stanovsky author Yonatan Belinkov author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 simhi-etal-2025-trust 10.18653/v1/2025.findings-emnlp.792 https://aclanthology.org/2025.findings-emnlp.792/ 2025-11 14665 14688 QUARTZ: QA-based Unsupervised Abstractive Refinement for Task-oriented Dialogue Summarization Mohamed Imed Eddine Ghebriout author Gaël Guibon author Ivan Lerner author Emmanuel Vincent author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ghebriout-etal-2025-quartz 10.18653/v1/2025.findings-emnlp.793 https://aclanthology.org/2025.findings-emnlp.793/ 2025-11 14689 14706 MDSEval: A Meta-Evaluation Benchmark for Multimodal Dialogue Summarization Yinhong Liu author Jianfeng He author Hang Su author Ruixue Lian author Yi Nian author Jake W Vincent author Srikanth Vishnubhotla author Robinson Piramuthu author Saab Mansour author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-mdseval 10.18653/v1/2025.findings-emnlp.794 https://aclanthology.org/2025.findings-emnlp.794/ 2025-11 14707 14727 PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models ChenZhuo Zhao author Ziqian Liu author Xinda Wang author Junting Lu author Chaoyi Ruan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-pmpo 10.18653/v1/2025.findings-emnlp.795 https://aclanthology.org/2025.findings-emnlp.795/ 2025-11 14728 14761 Evaluating the Creativity of LLMs in Persian Literary Text Generation Armin Tourajmehr author Mohammad Reza Modarres author Yadollah Yaghoobzadeh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tourajmehr-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.796 https://aclanthology.org/2025.findings-emnlp.796/ 2025-11 14762 14774 SCDTour: Embedding Axis Ordering and Merging for Interpretable Semantic Change Detection Taichi Aida author Danushka Bollegala author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 aida-bollegala-2025-scdtour 10.18653/v1/2025.findings-emnlp.797 https://aclanthology.org/2025.findings-emnlp.797/ 2025-11 14775 14785 Resolving UnderEdit & OverEdit with Iterative & Neighbor-Assisted Model Editing Bhiman Kumar Baghel author Emma Jordan author Zheyuan Ryan Shi author Xiang Lorraine Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 baghel-etal-2025-resolving 10.18653/v1/2025.findings-emnlp.798 https://aclanthology.org/2025.findings-emnlp.798/ 2025-11 14786 14808 LLM-empowered Dynamic Prompt Routing for Vision-Language Models Tuning under Long-Tailed Distributions Yongju Jia author Jiarui Ma author Xiangxian Li author Baiqiao Zhang author Xianhui Cao author Juan Liu author Yulong Bian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jia-etal-2025-llm 10.18653/v1/2025.findings-emnlp.799 https://aclanthology.org/2025.findings-emnlp.799/ 2025-11 14809 14822 HGAdapter: Hypergraph-based Adapters in Language Models for Code Summarization and Clone Detection Guang Yang author Yujie Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-zhu-2025-hgadapter 10.18653/v1/2025.findings-emnlp.800 https://aclanthology.org/2025.findings-emnlp.800/ 2025-11 14823 14833 Evaluating distillation methods for data-efficient syntax learning Takateru Yamakoshi author Thomas L Griffiths author R Thomas McCoy author Robert D Hawkins author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yamakoshi-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.801 https://aclanthology.org/2025.findings-emnlp.801/ 2025-11 14834 14847 “Going to a trap house” conveys more fear than “Going to a mall”: Benchmarking Emotion Context Sensitivity for LLMs Eojin Jeon author Mingyu Lee author Sangyun Kim author Junho Kim author Wanzee Cho author Tae-Eui Kam author SangKeun Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jeon-etal-2025-going 10.18653/v1/2025.findings-emnlp.802 https://aclanthology.org/2025.findings-emnlp.802/ 2025-11 14848 14869 [MASK]ED - Language Modeling for Explainable Classification and Disentangling of Socially Unacceptable Discourse. Dimitra Niaouri author Mohamed Rayane Ghilene author Michele Linardi author Julien Longhi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 niaouri-etal-2025-mask 10.18653/v1/2025.findings-emnlp.803 https://aclanthology.org/2025.findings-emnlp.803/ 2025-11 14870 14883 A Survey of Cognitive Distortion Detection and Classification in NLP Archie Sage author Jeroen Keppens author Helen Yannakoudakis author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sage-etal-2025-survey 10.18653/v1/2025.findings-emnlp.804 https://aclanthology.org/2025.findings-emnlp.804/ 2025-11 14884 14899 Curse of Knowledge: Your Guidance and Provided Knowledge are biasing LLM Judges in Complex Evaluation Weiyuan Li author Xintao Wang author Siyu Yuan author Rui Xu author Jiangjie Chen author Qingqing Dong author Yanghua Xiao author Deqing Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-curse 10.18653/v1/2025.findings-emnlp.805 https://aclanthology.org/2025.findings-emnlp.805/ 2025-11 14900 14924 Self-Training Large Language Models with Confident Reasoning Hyosoon Jang author Yunhui Jang author Sungjae Lee author Jungseul Ok author Sungsoo Ahn author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jang-etal-2025-self 10.18653/v1/2025.findings-emnlp.806 https://aclanthology.org/2025.findings-emnlp.806/ 2025-11 14925 14939 Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision Tej Deep Pala author Panshul Sharma author Amir Zadeh author Chuan Li author Soujanya Poria author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pala-etal-2025-error 10.18653/v1/2025.findings-emnlp.807 https://aclanthology.org/2025.findings-emnlp.807/ 2025-11 14940 14954 Enhancing LLM-Based Persuasion Simulations with Cultural and Speaker-Specific Information Weicheng Ma author Hefan Zhang author Shiyu Ji author Farnoosh Hashemi author Qichao Wang author Ivory Yang author Joice Chen author Juanwen Pan author Michael Macy author Saeed Hassanpour author Soroush Vosoughi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-enhancing 10.18653/v1/2025.findings-emnlp.808 https://aclanthology.org/2025.findings-emnlp.808/ 2025-11 14955 14976 An LLM-based Temporal-spatial Data Generation and Fusion Approach for Early Detection of Late Onset Alzheimer’s Disease (LOAD) Stagings Especially in Chinese and English-speaking Populations Yang Han author Jacqueline C.k. Lam author Victor O.k. Li author Lawrence Y L Cheung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-llm-based 10.18653/v1/2025.findings-emnlp.809 https://aclanthology.org/2025.findings-emnlp.809/ 2025-11 14977 14990 Side Effects of Erasing Concepts from Diffusion Models Shaswati Saha author Sourajit Saha author Manas Gaur author Tejas Gokhale author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 saha-etal-2025-side 10.18653/v1/2025.findings-emnlp.810 https://aclanthology.org/2025.findings-emnlp.810/ 2025-11 14991 15007 SaCa: A Highly Compatible Reinforcing Framework for Knowledge Graph Embedding via Structural Pattern Contrast Jiashi Lin author Changhong Jiang author Yixiao Wang author Xinyi Zhu author Zhongtian Hu author Wei Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-saca 10.18653/v1/2025.findings-emnlp.811 https://aclanthology.org/2025.findings-emnlp.811/ 2025-11 15008 15021 Real, Fake, or Manipulated? Detecting Machine-Influenced Text Yitong Wang author Zhongping Zhang author Margherita Piana author Zheng Zhou author Peter Gerstoft author Bryan A Plummer author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-real 10.18653/v1/2025.findings-emnlp.812 https://aclanthology.org/2025.findings-emnlp.812/ 2025-11 15022 15037 Character is Destiny: Can Persona-assigned Language Models Make Personal Choices? Rui Xu author Xintao Wang author Jiangjie Chen author Siyu Yuan author Xinfeng Yuan author Jiaqing Liang author Zulong Chen author Xiaoqingdong author Yanghua Xiao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-character 10.18653/v1/2025.findings-emnlp.813 https://aclanthology.org/2025.findings-emnlp.813/ 2025-11 15038 15059 Neutral Is Not Unbiased: Evaluating Implicit and Intersectional Identity Bias in LLMs Through Structured Narrative Scenarios Saba Ghanbari Haez author Mauro Dragoni author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 haez-dragoni-2025-neutral 10.18653/v1/2025.findings-emnlp.814 https://aclanthology.org/2025.findings-emnlp.814/ 2025-11 15060 15088 BTW: A Non-Parametric Variance Stabilization Framework for Multimodal Model Integration Jun Hou author Le Wang author Xuan Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hou-etal-2025-btw 10.18653/v1/2025.findings-emnlp.815 https://aclanthology.org/2025.findings-emnlp.815/ 2025-11 15089 15103 Can LLMs Be Efficient Predictors of Conversational Derailment? Kaustubh Olpadkar author Vikram Sunil Bajaj author Leslie Barrett author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 olpadkar-etal-2025-llms 10.18653/v1/2025.findings-emnlp.816 https://aclanthology.org/2025.findings-emnlp.816/ 2025-11 15104 15112 Q-PRM: Adaptive Query Rewriting for Retrieval-Augmented Generation via Step-level Process Supervision Xiaopeng Ye author Chen Xu author Chaoliang Zhang author Zhaocheng Du author Jun Xu author Gang Wang author Zhenhua Dong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-etal-2025-q 10.18653/v1/2025.findings-emnlp.817 https://aclanthology.org/2025.findings-emnlp.817/ 2025-11 15113 15128 Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts Rochana Prih Hastuti author Rian Adam Rajagede author Mansour Al Ghanim author Mengxin Zheng author Qian Lou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hastuti-etal-2025-factuality 10.18653/v1/2025.findings-emnlp.818 https://aclanthology.org/2025.findings-emnlp.818/ 2025-11 15129 15147 Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents Rui Xu author Mingyu Wang author Xintao Wang author Dakuan Lu author Xiaoyu Tan author Wei Chu author Xu Yinghui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-guess 10.18653/v1/2025.findings-emnlp.819 https://aclanthology.org/2025.findings-emnlp.819/ 2025-11 15148 15168 Dropping Experts, Recombining Neurons: Retraining-Free Pruning for Sparse Mixture-of-Experts LLMs Yixiao Zhou author Ziyu Zhao author Dongzhou Cheng author Zhiliang Wu author Jie Gui author Yi Yang author Fei Wu author Yu Cheng author Hehe Fan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-dropping 10.18653/v1/2025.findings-emnlp.820 https://aclanthology.org/2025.findings-emnlp.820/ 2025-11 15169 15186 BiasFilter: An Inference-Time Debiasing Framework for Large Language Models Xiaoqing Cheng author Ruizhe Chen author Hongying Zan author Yuxiang Jia author Min Peng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheng-etal-2025-biasfilter 10.18653/v1/2025.findings-emnlp.821 https://aclanthology.org/2025.findings-emnlp.821/ 2025-11 15187 15205 X-LeBench: A Benchmark for Extremely Long Egocentric Video Understanding Wenqi Zhou author Kai Cao author Hao Zheng author Yunze Liu author Xinyi Zheng author Miao Liu author Per Ola Kristensson author Walterio W Mayol-Cuevas author Fan Zhang author Weizhe Lin author Junxiao Shen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-x 10.18653/v1/2025.findings-emnlp.822 https://aclanthology.org/2025.findings-emnlp.822/ 2025-11 15206 15222 A Survey on Multi-modal Intent Recognition: Recent Advances and New Frontiers Zhihong Zhu author Fan Zhang author Yunyan Zhang author Jinghan Sun author Zhiqi Huang author Qingqing Long author Bowen Xing author Xian Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-survey 10.18653/v1/2025.findings-emnlp.823 https://aclanthology.org/2025.findings-emnlp.823/ 2025-11 15223 15236 Will Annotators Disagree? Identifying Subjectivity in Value-Laden Arguments Amir Homayounirad author Enrico Liscio author Tong Wang author Catholijn M Jonker author Luciano Cavalcante Siebert author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 homayounirad-etal-2025-will 10.18653/v1/2025.findings-emnlp.824 https://aclanthology.org/2025.findings-emnlp.824/ 2025-11 15237 15252 LLMs Can Compensate for Deficiencies in Visual Representations Sho Takishita author Jay Gala author Abdelrahman Mohamed author Kentaro Inui author Yova Kementchedjhieva author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 takishita-etal-2025-llms 10.18653/v1/2025.findings-emnlp.825 https://aclanthology.org/2025.findings-emnlp.825/ 2025-11 15253 15272 Adapting Large Language Models for Character-based Augmentative and Alternative Communication Dylan Gaines author Keith Vertanen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gaines-vertanen-2025-adapting 10.18653/v1/2025.findings-emnlp.826 https://aclanthology.org/2025.findings-emnlp.826/ 2025-11 15273 15291 Token-Level Metrics for Detecting Incorrect Gold Annotations in Named Entity Recognition Elena Merdjanovska author Alan Akbik author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 merdjanovska-akbik-2025-token 10.18653/v1/2025.findings-emnlp.827 https://aclanthology.org/2025.findings-emnlp.827/ 2025-11 15292 15304 Exploring Paraphrasing Strategies for CEFR A1-Level Constraints in LLMs Eugenio Marzona author Maria Goikhman author Alessio Palmero Aprosio author Massimo Zancanaro author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 marzona-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.828 https://aclanthology.org/2025.findings-emnlp.828/ 2025-11 15305 15318 Efficient Layer-wise LLM Fine-tuning for Revision Intention Prediction Zhexiong Liu author Diane Litman author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-litman-2025-efficient 10.18653/v1/2025.findings-emnlp.829 https://aclanthology.org/2025.findings-emnlp.829/ 2025-11 15319 15334 ConText-LE: Cross-Distribution Generalization for Longitudinal Experiential Data via Narrative-Based LLM Representations Ahatsham Hayat author Bilal Khan author Mohammad Rashedul Hasan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hayat-etal-2025-context 10.18653/v1/2025.findings-emnlp.830 https://aclanthology.org/2025.findings-emnlp.830/ 2025-11 15335 15360 Chain of Strategy Optimization Makes Large Language Models Better Emotional Supporter Weixiang Zhao author Xingyu Sui author Xinyang Han author Yang Deng author Yulin Hu author Jiahe Guo author Libo Qin author Qianyun Du author Shijin Wang author Yanyan Zhao author Bing Qin author Ting Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-chain 10.18653/v1/2025.findings-emnlp.831 https://aclanthology.org/2025.findings-emnlp.831/ 2025-11 15361 15381 Unlocking Legal Knowledge: A Multilingual Dataset for Judicial Summarization in Switzerland Luca Rolshoven author Vishvaksenan Rasiah author Srinanda Brügger Bose author Sarah Hostettler author Lara Burkhalter author Matthias Stürmer author Joel Niklaus author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rolshoven-etal-2025-unlocking 10.18653/v1/2025.findings-emnlp.832 https://aclanthology.org/2025.findings-emnlp.832/ 2025-11 15382 15411 Context Minimization for Resource-Constrained Text Classification: Optimizing Performance-Efficiency Trade-offs through Linguistic Features Nahid Hossain author Md Faisal Kabir author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hossain-kabir-2025-context 10.18653/v1/2025.findings-emnlp.833 https://aclanthology.org/2025.findings-emnlp.833/ 2025-11 15412 15426 FLAIRR-TS - Forecasting LLM-Agents with Iterative Refinement and Retrieval for Time Series Gunjan Jalori author Preetika Verma author Sercan O Arik author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jalori-etal-2025-flairr 10.18653/v1/2025.findings-emnlp.834 https://aclanthology.org/2025.findings-emnlp.834/ 2025-11 15427 15437 ULTRABENCH: Benchmarking LLMs under Extreme Fine-grained Text Generation Longfei Yun author Letian Peng author Jingbo Shang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yun-etal-2025-ultrabench 10.18653/v1/2025.findings-emnlp.835 https://aclanthology.org/2025.findings-emnlp.835/ 2025-11 15438 15453 The Price of Format: Diversity Collapse in LLMs Longfei Yun author Chenyang An author Zilong Wang author Letian Peng author Jingbo Shang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yun-etal-2025-price 10.18653/v1/2025.findings-emnlp.836 https://aclanthology.org/2025.findings-emnlp.836/ 2025-11 15454 15468 Zipf’s and Heaps’ Laws for Tokens and LLM-generated Texts Nikolay Mikhaylovskiy author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mikhaylovskiy-2025-zipfs 10.18653/v1/2025.findings-emnlp.837 https://aclanthology.org/2025.findings-emnlp.837/ 2025-11 15469 15481 LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? Rushil Gupta author Jason Hartford author Bang Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gupta-etal-2025-llms-bayesian 10.18653/v1/2025.findings-emnlp.838 https://aclanthology.org/2025.findings-emnlp.838/ 2025-11 15482 15510 A Comprehensive Taxonomy of Negation for NLP and Neural Retrievers Roxana Petcu author Samarth Bhargav author Maarten de Rijke author Evangelos Kanoulas author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 petcu-etal-2025-comprehensive 10.18653/v1/2025.findings-emnlp.839 https://aclanthology.org/2025.findings-emnlp.839/ 2025-11 15511 15533 Identifying Noise in Human-Created Datasets using Training Dynamics from Generative Models Maeda Hanafi author Ishan Jindal author Yannis Katsis author Lucian Popa author Huaiyu Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hanafi-etal-2025-identifying 10.18653/v1/2025.findings-emnlp.840 https://aclanthology.org/2025.findings-emnlp.840/ 2025-11 15534 15550 Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? Yang Nan author Pengfei He author Ravi Tandon author Han Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nan-etal-2025-multiple 10.18653/v1/2025.findings-emnlp.841 https://aclanthology.org/2025.findings-emnlp.841/ 2025-11 15551 15569 AfroXLMR-Social: Adapting Pre-trained Language Models for African Languages Social Media Text Tadesse Destaw Belay author Israel Abebe Azime author Ibrahim Said Ahmad author David Ifeoluwa Adelani author Idris Abdulmumin author Abinew Ali Ayele author Shamsuddeen Hassan Muhammad author Seid Muhie Yimam author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 belay-etal-2025-afroxlmr 10.18653/v1/2025.findings-emnlp.842 https://aclanthology.org/2025.findings-emnlp.842/ 2025-11 15570 15587 Teaching Language Models To Gather Information Proactively Tenghao Huang author Sihao Chen author Muhao Chen author Jonathan May author Longqi Yang author Mengting Wan author Pei Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-teaching 10.18653/v1/2025.findings-emnlp.843 https://aclanthology.org/2025.findings-emnlp.843/ 2025-11 15588 15599 Linguistic Alignment Predicts Learning in Small Group Tutoring Sessions Dorothea French author Robert Moulder author Kelechi Ezema author Katharina von der Wense author Sidney K DMello author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 french-etal-2025-linguistic 10.18653/v1/2025.findings-emnlp.844 https://aclanthology.org/2025.findings-emnlp.844/ 2025-11 15600 15611 EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning Sanchit Ahuja author Praneetha Vaddamanu author Barun Patra author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ahuja-etal-2025-efficientxlang 10.18653/v1/2025.findings-emnlp.845 https://aclanthology.org/2025.findings-emnlp.845/ 2025-11 15612 15624 Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization Elahe Rahimi author Hassan Sajjad author Domenic Rosati author Abeer Badawi author Elham Dolatabadi author Frank Rudzicz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rahimi-etal-2025-lost 10.18653/v1/2025.findings-emnlp.846 https://aclanthology.org/2025.findings-emnlp.846/ 2025-11 15625 15641 FuzzAug: Data Augmentation by Coverage-guided Fuzzing for Neural Test Generation Yifeng He author Jicheng Wang author Yuyang Rong author Hao Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-fuzzaug 10.18653/v1/2025.findings-emnlp.847 https://aclanthology.org/2025.findings-emnlp.847/ 2025-11 15642 15655 DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning Fenglin Liu author Zheng Li author Hongjian Zhou author Qingyu Yin author Jingfeng Yang author Xin Liu author Zhengyang Wang author Xianfeng Tang author Shiyang Li author Xiang He author Ruijie Wang author Bing Yin author Xiao Gu author Lei Clifton author David A Clifton author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-dragent 10.18653/v1/2025.findings-emnlp.848 https://aclanthology.org/2025.findings-emnlp.848/ 2025-11 15656 15668 XRAG: Cross-lingual Retrieval-Augmented Generation Wei Liu author Sony Trenous author Leonardo F R Ribeiro author Bill Byrne author Felix Hieber author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-xrag 10.18653/v1/2025.findings-emnlp.849 https://aclanthology.org/2025.findings-emnlp.849/ 2025-11 15669 15690 Can VLMs Recall Factual Associations From Visual References? Dhananjay Ashok author Ashutosh Chaubey author Hirona Jacqueline Arai author Jonathan May author Jesse Thomason author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ashok-etal-2025-vlms 10.18653/v1/2025.findings-emnlp.850 https://aclanthology.org/2025.findings-emnlp.850/ 2025-11 15691 15708 MFTCXplain: A Multilingual Benchmark Dataset for Evaluating the Moral Reasoning of LLMs through Multi-hop Hate Speech Explanation Jackson Trager author Francielle Vargas author Diego Alves author Matteo Guida author Mikel K Ngueajio author Ameeta Agrawal author Yalda Daryani author Farzan Karimi Malekabadi author Flor Miriam Plaza-del-Arco author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 trager-etal-2025-mftcxplain 10.18653/v1/2025.findings-emnlp.851 https://aclanthology.org/2025.findings-emnlp.851/ 2025-11 15709 15740 Large Language Models for Multilingual Previously Fact-Checked Claim Detection Ivan Vykopal author Matúš Pikuliak author Simon Ostermann author Tatiana Anikina author Michal Gregor author Marian Simko author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 vykopal-etal-2025-large 10.18653/v1/2025.findings-emnlp.852 https://aclanthology.org/2025.findings-emnlp.852/ 2025-11 15741 15765 Debating for Better Reasoning in Vision-Language Models Ashutosh Adhikari author Mirella Lapata author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 adhikari-lapata-2025-debating 10.18653/v1/2025.findings-emnlp.853 https://aclanthology.org/2025.findings-emnlp.853/ 2025-11 15766 15784 Fine-tuning LLMs with Cross-Attention-based Weight Decay for Bias Mitigation Farsheed Haque author Zhe Fu author Depeng Xu author Shuhan Yuan author Xi Niu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 haque-etal-2025-fine 10.18653/v1/2025.findings-emnlp.854 https://aclanthology.org/2025.findings-emnlp.854/ 2025-11 15785 15798 Profiling LLM’s Copyright Infringement Risks under Adversarial Persuasive Prompting Jikai Long author Ming Liu author Xiusi Chen author Jialiang Xu author Shenglan Li author Zhaozhuo Xu author Denghui Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 long-etal-2025-profiling 10.18653/v1/2025.findings-emnlp.855 https://aclanthology.org/2025.findings-emnlp.855/ 2025-11 15799 15823 Residualized Similarity for Faithfully Explainable Authorship Verification Peter Zeng author Pegah Alipoormolabashi author Jihu Mun author Gourab Dey author Nikita Soni author Niranjan Balasubramanian author Owen Rambow author H Schwartz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-residualized 10.18653/v1/2025.findings-emnlp.856 https://aclanthology.org/2025.findings-emnlp.856/ 2025-11 15824 15837 Post-hoc Study of Climate Microtargeting on Social Media Ads with LLMs: Thematic Insights and Fairness Evaluation Tunazzina Islam author Dan Goldwasser author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 islam-goldwasser-2025-post 10.18653/v1/2025.findings-emnlp.857 https://aclanthology.org/2025.findings-emnlp.857/ 2025-11 15838 15859 MRFD: Multi-Region Fusion Decoding with Self-Consistency for Mitigating Hallucinations in LVLMs Haonan Ge author Yiwei Wang author Ming-Hsuan Yang author Yujun Cai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ge-etal-2025-mrfd 10.18653/v1/2025.findings-emnlp.858 https://aclanthology.org/2025.findings-emnlp.858/ 2025-11 15860 15879 SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models Debarun Bhattacharjya author Balaji Ganesan author Junkyu Lee author Radu Marinescu author Katya Mirylenka author Michael Glass author Xiao Shou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bhattacharjya-etal-2025-simba 10.18653/v1/2025.findings-emnlp.859 https://aclanthology.org/2025.findings-emnlp.859/ 2025-11 15880 15894 Mind the Dialect: NLP Advancements Uncover Fairness Disparities for Arabic Users in Recommendation Systems Abdulla Alshabanah author Murali Annavaram author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 alshabanah-annavaram-2025-mind 10.18653/v1/2025.findings-emnlp.860 https://aclanthology.org/2025.findings-emnlp.860/ 2025-11 15895 15903 Hopscotch: Discovering and Skipping Redundancies in Language Models Mustafa Eyceoz author Nikhil Shivakumar Nayak author Hao Wang author Ligong Han author Akash Srivastava author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 eyceoz-etal-2025-hopscotch 10.18653/v1/2025.findings-emnlp.861 https://aclanthology.org/2025.findings-emnlp.861/ 2025-11 15904 15913 CLEAR: A Clinically Grounded Tabular Framework for Radiology Report Evaluation Yuyang Jiang author Chacha Chen author Shengyuan Wang author Feng Li author Zecong Tang author Benjamin M Mervak author Lydia Chelala author Christopher M Straus author Reve Chahine author Samuel G Armato Iii author Chenhao Tan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiang-etal-2025-clear 10.18653/v1/2025.findings-emnlp.862 https://aclanthology.org/2025.findings-emnlp.862/ 2025-11 15914 15933 Parsing the Switch: LLM-Based UD Annotation for Complex Code-Switched and Low-Resource Languages Olga Kellert author Nemika Tyagi author Muhammad Imran author Nelvin Licona-Guevara author Carlos Gómez-Rodríguez author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kellert-etal-2025-parsing 10.18653/v1/2025.findings-emnlp.863 https://aclanthology.org/2025.findings-emnlp.863/ 2025-11 15934 15949 HetGCoT: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Academic Question Answering Runsong Jia author Mengjia Wu author Ying Ding author Jie Lu author Yi Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jia-etal-2025-hetgcot 10.18653/v1/2025.findings-emnlp.864 https://aclanthology.org/2025.findings-emnlp.864/ 2025-11 15950 15963 S*: Test Time Scaling for Code Generation Dacheng Li author Shiyi Cao author Chengkun Cao author Xiuyu Li author Shangyin Tan author Kurt Keutzer author Jiarong Xing author Joseph E Gonzalez author Ion Stoica author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-test 10.18653/v1/2025.findings-emnlp.865 https://aclanthology.org/2025.findings-emnlp.865/ 2025-11 15964 15978 Language Models Can Easily Learn to Reason from Demonstrations Dacheng Li author Shiyi Cao author Tyler Griggs author Shu Liu author Xiangxi Mo author Eric Tang author Sumanth Hegde author Kourosh Hakhamaneshi author Shishir G Patil author Matei Zaharia author Joseph E Gonzalez author Ion Stoica author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-language-models 10.18653/v1/2025.findings-emnlp.866 https://aclanthology.org/2025.findings-emnlp.866/ 2025-11 15979 15997 FSTs vs ICL: Generalisation in LLMs for an under-resourced language Ximena Gutierrez author Mikel Segura Elizalde author Victor Mijangos author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gutierrez-etal-2025-fsts 10.18653/v1/2025.findings-emnlp.867 https://aclanthology.org/2025.findings-emnlp.867/ 2025-11 15998 16006 SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation Fu Zhang author Panfeng Zhang author Jingwei Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-srm 10.18653/v1/2025.findings-emnlp.868 https://aclanthology.org/2025.findings-emnlp.868/ 2025-11 16007 16021 Captioning for Text-Video Retrieval via Dual-Group Direct Preference Optimization Ji Soo Lee author Byungoh Ko author Jaewon Cho author Howoong Lee author Jaewoon Byun author Hyunwoo J Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-captioning 10.18653/v1/2025.findings-emnlp.869 https://aclanthology.org/2025.findings-emnlp.869/ 2025-11 16022 16039 Benchmarking and Improving LLM Robustness for Personalized Generation Chimaobi Okite author Naihao Deng author Kiran Bodipati author Huaidian Hou author Joyce Chai author Rada Mihalcea author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 okite-etal-2025-benchmarking 10.18653/v1/2025.findings-emnlp.870 https://aclanthology.org/2025.findings-emnlp.870/ 2025-11 16040 16072 MemeInterpret: Towards an All-in-One Dataset for Meme Understanding Jeongsik Park author Khoi P N Nguyen author Jihyung Park author Minseok Kim author Jaeheon Lee author Jae Won Choi author Kalyani Ganta author Phalgun Ashrit Kasu author Rohan Sarakinti author Sanjana Vipperla author Sai Sathanapalli author Nishan Vaghani author Vincent Ng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 park-etal-2025-memeinterpret 10.18653/v1/2025.findings-emnlp.871 https://aclanthology.org/2025.findings-emnlp.871/ 2025-11 16073 16087 CoRAG: Enhancing Hybrid Retrieval-Augmented Generation through a Cooperative Retriever Architecture Zaiyi Zheng author Song Wang author Zihan Chen author Yaochen Zhu author Yinhan He author Liangjie Hong author Qi Guo author Jundong Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-corag 10.18653/v1/2025.findings-emnlp.872 https://aclanthology.org/2025.findings-emnlp.872/ 2025-11 16088 16101 Hallucination Detection in Structured Query Generation via LLM Self-Debating Miaoran Li author Jiangning Chen author Minghua Xu author Xiaolong Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-hallucination 10.18653/v1/2025.findings-emnlp.873 https://aclanthology.org/2025.findings-emnlp.873/ 2025-11 16102 16113 Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing Jongwoo Kim author SeongYeub Chu author Bryan Wong author Mun Yong Yi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-options 10.18653/v1/2025.findings-emnlp.874 https://aclanthology.org/2025.findings-emnlp.874/ 2025-11 16114 16128 Public Data Assisted Differentially Private In-Context Learning Seongho Joo author Hyukhun Koh author Kyomin Jung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 joo-etal-2025-public 10.18653/v1/2025.findings-emnlp.875 https://aclanthology.org/2025.findings-emnlp.875/ 2025-11 16129 16152 Inducing Argument Facets for Faithful Opinion Summarization Jian Wang author Yanjie Liang author Yuqing Sun author Bin Gong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-inducing 10.18653/v1/2025.findings-emnlp.876 https://aclanthology.org/2025.findings-emnlp.876/ 2025-11 16153 16166 Scaling Laws Are Unreliable for Downstream Tasks: A Reality Check Nicholas Lourie author Michael Y Hu author Kyunghyun Cho author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lourie-etal-2025-scaling 10.18653/v1/2025.findings-emnlp.877 https://aclanthology.org/2025.findings-emnlp.877/ 2025-11 16167 16180 Familiarity-Aware Evidence Compression for Retrieval-Augmented Generation Dongwon Jung author Qin Liu author Tenghao Huang author Ben Zhou author Muhao Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jung-etal-2025-familiarity 10.18653/v1/2025.findings-emnlp.878 https://aclanthology.org/2025.findings-emnlp.878/ 2025-11 16181 16196 O_O-VC: Synthetic Data-Driven One-to-One Alignment for Any-to-Any Voice Conversion Huu Tuong Tu author Huan Vu author Cuong Tien Nguyen author Dien Hy Ngo author Nguyen Thi Thu Trang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tu-etal-2025-o 10.18653/v1/2025.findings-emnlp.879 https://aclanthology.org/2025.findings-emnlp.879/ 2025-11 16197 16208 Simple Factuality Probes Detect Hallucinations in Long-Form Natural Language Generation Jiatong Han author Neil Band author Muhammed Razzak author Jannik Kossen author Tim G J Rudner author Yarin Gal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-simple 10.18653/v1/2025.findings-emnlp.880 https://aclanthology.org/2025.findings-emnlp.880/ 2025-11 16209 16226 CESRec: Constructing Pseudo Interactions for Sequential Recommendation via Conversational Feedback Yifan Wang author Shen Gao author Jiabao Fang author Rui Yan author Billy Chiu author Shuo Shang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-cesrec 10.18653/v1/2025.findings-emnlp.881 https://aclanthology.org/2025.findings-emnlp.881/ 2025-11 16227 16239 TTPA: Token-level Tool-use Preference Alignment Training Framework with Fine-grained Evaluation Chengrui Huang author Shen Gao author Zhengliang Shi author Dongsheng Wang author Shuo Shang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-ttpa 10.18653/v1/2025.findings-emnlp.882 https://aclanthology.org/2025.findings-emnlp.882/ 2025-11 16240 16255 Avoiding Knowledge Edit Skipping in Multi-hop Question Answering with Guided Decomposition Yi Liu author Xiangrong Zhu author Xiangyu Liu author Wei Wei author Wei Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-avoiding 10.18653/v1/2025.findings-emnlp.883 https://aclanthology.org/2025.findings-emnlp.883/ 2025-11 16256 16272 Bridging the Creativity Understanding Gap: Small-Scale Human Alignment Enables Expert-Level Humor Ranking in LLMs Kuan Lok Zhou author Jiayi Chen author Siddharth Suresh author Reuben Narad author Timothy T Rogers author Lalit K Jain author Robert D Nowak author Bob Mankoff author Jifan Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-bridging 10.18653/v1/2025.findings-emnlp.884 https://aclanthology.org/2025.findings-emnlp.884/ 2025-11 16273 16287 SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes Iva Bojic author Qi Chwen Ong author Stephanie Hilary Xinyi Ma author Lin Ai author Zheng Liu author Ziwei Gong author Julia Hirschberg author Andy Hau Yan Ho author Andy W H Khong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bojic-etal-2025-smartminer 10.18653/v1/2025.findings-emnlp.885 https://aclanthology.org/2025.findings-emnlp.885/ 2025-11 16288 16305 GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models Jialin Chen author Houyu Zhang author Seongjun Yun author Alejandro Mottini author Rex Ying author Xiang Song author Vassilis N Ioannidis author Zheng Li author Qingjun Cui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-gril 10.18653/v1/2025.findings-emnlp.886 https://aclanthology.org/2025.findings-emnlp.886/ 2025-11 16306 16319 Exploring Deductive and Inductive Reasoning Capabilities of Large Language Models in Procedural Planning Jiabao Kang author Xinye Li author Liyan Xu author Qingbin Liu author Xi Chen author Zhiying Tu author Dianhui Chu author Dianbo Sui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kang-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.887 https://aclanthology.org/2025.findings-emnlp.887/ 2025-11 16320 16341 KELE: A Multi-Agent Framework for Structured Socratic Teaching with Large Language Models Xian Peng author Pan Yuan author Dong Li author Junlong Cheng author Qin Fang author Zhi Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 peng-etal-2025-kele 10.18653/v1/2025.findings-emnlp.888 https://aclanthology.org/2025.findings-emnlp.888/ 2025-11 16342 16362 VisualEDU: A Benchmark for Assessing Coding and Visual Comprehension through Educational Problem-Solving Video Generation Hao Chen author Tianyu Shi author Pengran Huang author Zeyuan Li author Jiahui Pan author Qianglong Chen author Lewei He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-visualedu 10.18653/v1/2025.findings-emnlp.889 https://aclanthology.org/2025.findings-emnlp.889/ 2025-11 16363 16394 OkraLong: A Flexible Retrieval-Augmented Framework for Long-Text Question Answering Yulong Hui author Yihao Liu author Yao Lu author Huanchen Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hui-etal-2025-okralong 10.18653/v1/2025.findings-emnlp.890 https://aclanthology.org/2025.findings-emnlp.890/ 2025-11 16395 16409 VerifiAgent: a Unified Verification Agent in Language Model Reasoning Jiuzhou Han author Wray Buntine author Ehsan Shareghi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-verifiagent 10.18653/v1/2025.findings-emnlp.891 https://aclanthology.org/2025.findings-emnlp.891/ 2025-11 16410 16431 DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains Yongkang Xiao author Sinian Zhang author Yi Dai author Huixue Zhou author Jue Hou author Jie Ding author Rui Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiao-etal-2025-drkgc 10.18653/v1/2025.findings-emnlp.892 https://aclanthology.org/2025.findings-emnlp.892/ 2025-11 16432 16445 Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism Zhiwei Wang author Yunji Wang author Zhongwang Zhang author Zhangchen Zhou author Hui Jin author Tianyang Hu author Jiacheng Sun author Zhenguo Li author Yaoyu Zhang author Zhi-Qin John Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-understanding 10.18653/v1/2025.findings-emnlp.893 https://aclanthology.org/2025.findings-emnlp.893/ 2025-11 16446 16474 TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers’ Guidance Jingxian Xu author Mengyu Zhou author Weichang Liu author Hanbing Liu author Shi Han author Dongmei Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-twt 10.18653/v1/2025.findings-emnlp.894 https://aclanthology.org/2025.findings-emnlp.894/ 2025-11 16475 16489 DAVIS: Planning Agent with Knowledge Graph-Powered Inner Monologue Minh Pham Dinh author Michael G Yankoski author Munira Syed author Trenton W Ford author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dinh-etal-2025-davis 10.18653/v1/2025.findings-emnlp.895 https://aclanthology.org/2025.findings-emnlp.895/ 2025-11 16490 16505 When Instructions Multiply: Measuring and Estimating LLM Capabilities of Multiple Instructions Following Keno Harada author Yudai Yamazaki author Masachika Taniguchi author Edison Marrese-Taylor author Takeshi Kojima author Yusuke Iwasawa author Yutaka Matsuo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 harada-etal-2025-instructions 10.18653/v1/2025.findings-emnlp.896 https://aclanthology.org/2025.findings-emnlp.896/ 2025-11 16506 16526 FormosanBench: Benchmarking Low-Resource Austronesian Languages in the Era of Large Language Models Kaiying Kevin Lin author Hsi-Yu Chen author Haopeng Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-formosanbench 10.18653/v1/2025.findings-emnlp.897 https://aclanthology.org/2025.findings-emnlp.897/ 2025-11 16527 16539 SeaPO: Strategic Error Amplification for Robust Preference Optimization of Large Language Models Jun Rao author Yunjie Liao author Xuebo Liu author Zepeng Lin author Lian Lian author Dong Jin author Shengjun Cheng author Jun Yu author Min Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rao-etal-2025-seapo 10.18653/v1/2025.findings-emnlp.898 https://aclanthology.org/2025.findings-emnlp.898/ 2025-11 16540 16557 FigEx: Aligned Extraction of Scientific Figures and Captions Jifeng Song author Arun Das author Ge Cui author Yufei Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-figex 10.18653/v1/2025.findings-emnlp.899 https://aclanthology.org/2025.findings-emnlp.899/ 2025-11 16558 16571 PATIMT-Bench: A Multi-Scenario Benchmark for Position-Aware Text Image Machine Translation in Large Vision-Language Models Wanru Zhuang author Wenbo Li author Zhibin Lan author Xu Han author Peng Li author Jinsong Su author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhuang-etal-2025-patimt 10.18653/v1/2025.findings-emnlp.900 https://aclanthology.org/2025.findings-emnlp.900/ 2025-11 16572 16588 Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging Hua Farn author Hsuan Su author Shachi H. Kumar author Saurav Sahay author Shang-Tse Chen author Hung-yi Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 farn-etal-2025-safeguard 10.18653/v1/2025.findings-emnlp.901 https://aclanthology.org/2025.findings-emnlp.901/ 2025-11 16589 16602 Self-Ensemble: Mitigating Confidence Distortion for Large Language Models Zicheng Xu author Guanchu Wang author Guangyao Zheng author Yu-Neng Chuang author Alex Szalay author Xia Hu author Vladimir Braverman author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-self-ensemble 10.18653/v1/2025.findings-emnlp.902 https://aclanthology.org/2025.findings-emnlp.902/ 2025-11 16603 16615 Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts Yuu Jinnai author Ukyo Honda author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jinnai-honda-2025-annotation 10.18653/v1/2025.findings-emnlp.903 https://aclanthology.org/2025.findings-emnlp.903/ 2025-11 16616 16659 Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics Sheldon Yu author Yuxin Xiong author Junda Wu author Xintong Li author Tong Yu author Xiang Chen author Ritwik Sinha author Jingbo Shang author Julian McAuley author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-explainable 10.18653/v1/2025.findings-emnlp.904 https://aclanthology.org/2025.findings-emnlp.904/ 2025-11 16660 16667 DecisionFlow: Advancing Large Language Model as Principled Decision Maker Xiusi Chen author Shanyong Wang author Cheng Qian author Hongru Wang author Peixuan Han author Heng Ji author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-decisionflow 10.18653/v1/2025.findings-emnlp.905 https://aclanthology.org/2025.findings-emnlp.905/ 2025-11 16668 16692 M-Ped: Multi-Prompt Ensemble Decoding for Large Language Models Jiaxin Guo author Daimeng Wei author Yuanchang Luo author Hengchao Shang author Zongyao Li author Jinlong Yang author Zhanglin Wu author Zhiqiang Rao author Shimin Tao author Hao Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-ped 10.18653/v1/2025.findings-emnlp.906 https://aclanthology.org/2025.findings-emnlp.906/ 2025-11 16693 16711 Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems Qian Xiong author Yuekai Huang author Ziyou Jiang author Zhiyuan Chang author Yujia Zheng author Tianhao Li author Mingyang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiong-etal-2025-butterfly 10.18653/v1/2025.findings-emnlp.907 https://aclanthology.org/2025.findings-emnlp.907/ 2025-11 16712 16729 FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering Yitao Long author Tiansheng Hu author Yilun Zhao author Arman Cohan author Chen Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 long-etal-2025-finlfqa 10.18653/v1/2025.findings-emnlp.908 https://aclanthology.org/2025.findings-emnlp.908/ 2025-11 16730 16750 BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models Xu Huang author Wenhao Zhu author Hanxu Hu author Conghui He author Lei Li author Shujian Huang author Fei Yuan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-benchmax 10.18653/v1/2025.findings-emnlp.909 https://aclanthology.org/2025.findings-emnlp.909/ 2025-11 16751 16774 Assessing the Sensitivity and Alignment of FOL Closeness Metrics Ramya Keerthy Thatikonda author Wray Buntine author Ehsan Shareghi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 thatikonda-etal-2025-assessing 10.18653/v1/2025.findings-emnlp.910 https://aclanthology.org/2025.findings-emnlp.910/ 2025-11 16775 16785 FoodSafeSum: Enabling Natural Language Processing Applications for Food Safety Document Summarization and Analysis Juli Bakagianni author Korbinian Randl author Guido Rocchietti author Cosimo Rulli author Franco Maria Nardini author Salvatore Trani author Aron Henriksson author Anna Romanova author John Pavlopoulos author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bakagianni-etal-2025-foodsafesum 10.18653/v1/2025.findings-emnlp.911 https://aclanthology.org/2025.findings-emnlp.911/ 2025-11 16786 16804 Self-adaptive Dataset Construction for Real-World Multimodal Safety Scenarios Jingen Qu author Lijun Li author Bo Zhang author Yichen Yan author Jing Shao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qu-etal-2025-self 10.18653/v1/2025.findings-emnlp.912 https://aclanthology.org/2025.findings-emnlp.912/ 2025-11 16805 16829 EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models Abhay Gupta author Jacob Cheung author Philip Meng author Shayan Sayyed author Kevin Zhu author Austen Liao author Sean O’Brien author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gupta-etal-2025-endive 10.18653/v1/2025.findings-emnlp.913 https://aclanthology.org/2025.findings-emnlp.913/ 2025-11 16830 16855 FAEDKV: Infinite-Window Fourier Transform for Unbiased KV Cache Compression Runchao Li author Yao Fu author Mu Sheng author Xianxuan Long author Haotian Yu author Pan Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-faedkv 10.18653/v1/2025.findings-emnlp.914 https://aclanthology.org/2025.findings-emnlp.914/ 2025-11 16856 16866 Dynamic Injection of Entity Knowledge into Dense Retrievers Ikuya Yamada author Ryokan Ri author Takeshi Kojima author Yusuke Iwasawa author Yutaka Matsuo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yamada-etal-2025-dynamic 10.18653/v1/2025.findings-emnlp.915 https://aclanthology.org/2025.findings-emnlp.915/ 2025-11 16867 16879 When Personalization Meets Reality: A Multi-Faceted Analysis of Personalized Preference Learning Yijiang River Dong author Tiancheng Hu author Yinhong Liu author Ahmet Üstün author Nigel Collier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dong-etal-2025-personalization 10.18653/v1/2025.findings-emnlp.916 https://aclanthology.org/2025.findings-emnlp.916/ 2025-11 16880 16894 MASTER: Multi-Agent Security Through Exploration of Roles and Topological Structures - A Comprehensive Framework Yifan Zhu author Chao Zhang author Xin Shi author Xueqiao Zhang author Yi Yang author Yawei Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-master 10.18653/v1/2025.findings-emnlp.917 https://aclanthology.org/2025.findings-emnlp.917/ 2025-11 16895 16921 MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices Patara Trirat author Jae-Gil Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 trirat-lee-2025-monaq 10.18653/v1/2025.findings-emnlp.918 https://aclanthology.org/2025.findings-emnlp.918/ 2025-11 16922 16950 StandUp4AI: A New Multilingual Dataset for Humor Detection in Stand-up Comedy Videos Valentin Barriere author Nahuel Gomez author Léo Hemamou author Sofia Callejas author Brian Ravenet author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 barriere-etal-2025-standup4ai 10.18653/v1/2025.findings-emnlp.919 https://aclanthology.org/2025.findings-emnlp.919/ 2025-11 16951 16959 Does Visual Grounding Enhance the Understanding of Embodied Knowledge in Large Language Models? Zhihui Yang author Yupei Wang author Kaijie Mo author Zhe Zhao author Renfen Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-visual 10.18653/v1/2025.findings-emnlp.920 https://aclanthology.org/2025.findings-emnlp.920/ 2025-11 16960 16978 Semantic Contribution-Aware Adaptive Retrieval for Black-Box Models Qinhong Lin author Zhongliang Yang author Yuang Cai author Dingfu Yu author Xuan Xu author Yu Li author Linna Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-semantic 10.18653/v1/2025.findings-emnlp.921 https://aclanthology.org/2025.findings-emnlp.921/ 2025-11 16979 16994 On Guardrail Models’ Robustness to Mutations and Adversarial Attacks Elias Bassani author Ignacio Sanchez author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bassani-sanchez-2025-guardrail 10.18653/v1/2025.findings-emnlp.922 https://aclanthology.org/2025.findings-emnlp.922/ 2025-11 16995 17006 IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data Bo Peng author Zhiheng Wang author Heyang Gong author Chaochao Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 peng-etal-2025-ip 10.18653/v1/2025.findings-emnlp.923 https://aclanthology.org/2025.findings-emnlp.923/ 2025-11 17007 17040 Zero-shot Graph Reasoning via Retrieval Augmented Framework with LLMs Hanqing Li author Sharika Mahadevan author Kiran Jyothi Sheena author Henry Liang author Diego Klabjan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-zero 10.18653/v1/2025.findings-emnlp.924 https://aclanthology.org/2025.findings-emnlp.924/ 2025-11 17041 17054 Privacy in Action: Towards Realistic Privacy Mitigation and Evaluation for LLM-Powered Agents Shouju Wang author Fenglin Yu author Xirui Liu author Xiaoting Qin author Jue Zhang author Qingwei Lin author Dongmei Zhang author Saravan Rajmohan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-privacy 10.18653/v1/2025.findings-emnlp.925 https://aclanthology.org/2025.findings-emnlp.925/ 2025-11 17055 17074 Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study Yujun Zhou author Jiayi Ye author Zipeng Ling author Yufei Han author Yue Huang author Haomin Zhuang author Zhenwen Liang author Kehan Guo author Taicheng Guo author Xiangqi Wang author Xiangliang Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-dissecting 10.18653/v1/2025.findings-emnlp.926 https://aclanthology.org/2025.findings-emnlp.926/ 2025-11 17075 17098 ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models Razvan-Gabriel Dumitru author Darius Peteleaza author Vikas Yadav author Liangming Pan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dumitru-etal-2025-conciserl 10.18653/v1/2025.findings-emnlp.927 https://aclanthology.org/2025.findings-emnlp.927/ 2025-11 17099 17123 Faster and Better LLMs via Latency-Aware Test-Time Scaling Zili Wang author Tianyu Zhang author Haoli Bai author Lu Hou author Xianzhi Yu author Wulong Liu author Shiming Xiang author Lei Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-faster 10.18653/v1/2025.findings-emnlp.928 https://aclanthology.org/2025.findings-emnlp.928/ 2025-11 17124 17137 Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models Zonghao Ying author Deyue Zhang author Zonglei Jing author Yisong Xiao author Quanchen Zou author Aishan Liu author Siyuan Liang author Xiangzheng Zhang author Xianglong Liu author Dacheng Tao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ying-etal-2025-reasoning 10.18653/v1/2025.findings-emnlp.929 https://aclanthology.org/2025.findings-emnlp.929/ 2025-11 17138 17157 Distilling Many-Shot In-Context Learning into a Cheat Sheet Ukyo Honda author Soichiro Murakami author Peinan Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 honda-etal-2025-distilling 10.18653/v1/2025.findings-emnlp.930 https://aclanthology.org/2025.findings-emnlp.930/ 2025-11 17158 17178 Tracing Training Footprints: A Calibration Approach for Membership Inference Attacks Against Multimodal Large Language Models Xiaofan Zheng author Huixuan Zhang author Xiaojun Wan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-tracing 10.18653/v1/2025.findings-emnlp.931 https://aclanthology.org/2025.findings-emnlp.931/ 2025-11 17179 17191 PolBiX: Detecting LLMs’ Political Bias in Fact-Checking through X-phemisms Charlott Jakob author David Harbecke author Patrick Parschan author Pia Wenzel Neves author Vera Schmitt author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jakob-etal-2025-polbix 10.18653/v1/2025.findings-emnlp.932 https://aclanthology.org/2025.findings-emnlp.932/ 2025-11 17192 17210 URO-Bench: Towards Comprehensive Evaluation for End-to-End Spoken Dialogue Models Ruiqi Yan author Xiquan Li author Wenxi Chen author Zhikang Niu author Chen Yang author Ziyang Ma author Kai Yu author Xie Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yan-etal-2025-uro 10.18653/v1/2025.findings-emnlp.933 https://aclanthology.org/2025.findings-emnlp.933/ 2025-11 17211 17242 Low-Hallucination and Efficient Coreference Resolution with LLMs Yujian Gan author Yuan Liang author Jinxia Xie author Yanni Lin author Juntao Yu author Massimo Poesio author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gan-etal-2025-low 10.18653/v1/2025.findings-emnlp.934 https://aclanthology.org/2025.findings-emnlp.934/ 2025-11 17243 17256 Your Mileage May Vary: How Empathy and Demographics Shape Human Preferences in LLM Responses Yishan Wang author Amanda Cercas Curry author Flor Miriam Plaza-del-Arco author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-mileage 10.18653/v1/2025.findings-emnlp.935 https://aclanthology.org/2025.findings-emnlp.935/ 2025-11 17257 17270 Diving into Mitigating Hallucinations from a Vision Perspective for Large Vision-Language Models Weihang Wang author Xinhao Li author Ziyue Wang author Yan Pang author Jielei Zhang author Peiyi Li author Qiang Zhang author Longwen Gao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-diving 10.18653/v1/2025.findings-emnlp.936 https://aclanthology.org/2025.findings-emnlp.936/ 2025-11 17271 17289 PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions Song Dai author Yibo Yan author Jiamin Su author Zihao Dongfang author Yubo Gao author Yonghua Hei author Jungang Li author Junyan Zhang author Sicheng Tao author Zhuoran Gao author Xuming Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dai-etal-2025-physicsarena 10.18653/v1/2025.findings-emnlp.937 https://aclanthology.org/2025.findings-emnlp.937/ 2025-11 17290 17316 Ko-LongRAG: A Korean Long-Context RAG Benchmark Built with a Retrieval-Free Approach Yongil Kim author Heuiyeen Yeen author Hyeongu Yun author Jinsik Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-ko 10.18653/v1/2025.findings-emnlp.938 https://aclanthology.org/2025.findings-emnlp.938/ 2025-11 17317 17329 Choosing a Model, Shaping a Future: Comparing LLM Perspectives on Sustainability and its Relationship with AI Annika Bush author Meltem Aksoy author Markus Pauly author Greta Ontrup author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bush-etal-2025-choosing 10.18653/v1/2025.findings-emnlp.939 https://aclanthology.org/2025.findings-emnlp.939/ 2025-11 17330 17341 Optimising Factual Consistency in Summarisation via Preference Learning from Multiple Imperfect Metrics Yuxuan Ye author Raul Santos-Rodriguez author Edwin Simpson author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-etal-2025-optimising 10.18653/v1/2025.findings-emnlp.940 https://aclanthology.org/2025.findings-emnlp.940/ 2025-11 17342 17355 Judging with Many Minds: Do More Perspectives Mean Less Prejudice? On Bias Amplification and Resistance in Multi-Agent Based LLM-as-Judge Chiyu Ma author Enpei Zhang author Yilun Zhao author Wenjun Liu author Yaning Jia author Peijun Qing author Lin Shi author Arman Cohan author Yujun Yan author Soroush Vosoughi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-judging 10.18653/v1/2025.findings-emnlp.941 https://aclanthology.org/2025.findings-emnlp.941/ 2025-11 17356 17392 Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions Meghdut Sengupta author Maximilian Muschalik author Fabian Fumagalli author Barbara Hammer author Eyke Hüllermeier author Debanjan Ghosh author Henning Wachsmuth author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sengupta-etal-2025-investigating 10.18653/v1/2025.findings-emnlp.942 https://aclanthology.org/2025.findings-emnlp.942/ 2025-11 17393 17403 KurTail : Kurtosis-based LLM Quantization Mohammad Sadegh Akhondzadeh author Aleksandar Bojchevski author Evangelos Eleftheriou author Martino Dazzi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 akhondzadeh-etal-2025-kurtail 10.18653/v1/2025.findings-emnlp.943 https://aclanthology.org/2025.findings-emnlp.943/ 2025-11 17404 17419 VIVA+: Human-Centered Situational Decision-Making Zhe Hu author Yixiao Ren author Guanzhong Liu author Jing Li author Yu Yin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-viva 10.18653/v1/2025.findings-emnlp.944 https://aclanthology.org/2025.findings-emnlp.944/ 2025-11 17420 17437 QuantAgents: Towards Multi-agent Financial System via Simulated Trading Xiangyu Li author Yawen Zeng author Xiaofen Xing author Jin Xu author Xiangmin Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-quantagents 10.18653/v1/2025.findings-emnlp.945 https://aclanthology.org/2025.findings-emnlp.945/ 2025-11 17438 17464 LLMs Reproduce Stereotypes of Sexual and Gender Minorities Ruby Ostrow author Adam Lopez author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ostrow-lopez-2025-llms 10.18653/v1/2025.findings-emnlp.946 https://aclanthology.org/2025.findings-emnlp.946/ 2025-11 17465 17477 Accept or Deny? Evaluating LLM Fairness and Performance in Loan Approval across Table-to-Text Serialization Approaches Israel Abebe Azime author Deborah D Kanubala author Tejumade Afonja author Mario Fritz author Isabel Valera author Dietrich Klakow author Philipp Slusallek author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 azime-etal-2025-accept 10.18653/v1/2025.findings-emnlp.947 https://aclanthology.org/2025.findings-emnlp.947/ 2025-11 17478 17503 Transfer-Aware Data Selection for Domain Adaptation in Text Retrieval Linzhu Yu author Huan Li author Ke Chen author Lidan Shou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-transfer 10.18653/v1/2025.findings-emnlp.948 https://aclanthology.org/2025.findings-emnlp.948/ 2025-11 17504 17519 Understanding and Improving Information Preservation in Prompt Compression for LLMs Weronika Łajewska author Momchil Hardalov author Laura Aina author Neha Anna John author Hang Su author Lluis Marquez author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lajewska-etal-2025-understanding 10.18653/v1/2025.findings-emnlp.949 https://aclanthology.org/2025.findings-emnlp.949/ 2025-11 17520 17541 A Benchmark for Hindi Verb-Argument Structure Alternations Kanishka Jain author Ashwini Vaidya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jain-vaidya-2025-benchmark 10.18653/v1/2025.findings-emnlp.950 https://aclanthology.org/2025.findings-emnlp.950/ 2025-11 17542 17549 Beyond Binary Preferences: Semi-Online Label-Free GRACE-KTO with Group-Wise Adaptive Calibration for High-Quality Long-Text Generation Jingyang Deng author Ran Chen author Jo-Ku Cheng author Jinwen Ma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 deng-etal-2025-beyond 10.18653/v1/2025.findings-emnlp.951 https://aclanthology.org/2025.findings-emnlp.951/ 2025-11 17550 17562 Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution Zuzanna Dubanowska author Maciej Żelaszczyk author Michał Brzozowski author Paolo Mandica author Michal P Karpowicz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dubanowska-etal-2025-representation 10.18653/v1/2025.findings-emnlp.952 https://aclanthology.org/2025.findings-emnlp.952/ 2025-11 17563 17575 MAFMO: Multi-modal Adaptive Fusion with Meta-template Optimization for Vision-Language Models Mingrui Xie author Lulu Xu author Junliang Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xie-etal-2025-mafmo 10.18653/v1/2025.findings-emnlp.953 https://aclanthology.org/2025.findings-emnlp.953/ 2025-11 17576 17585 Multimodal UNcommonsense: From Odd to Ordinary and Ordinary to Odd Yejin Son author Saejin Kim author Dongjun Min author Youngjae Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 son-etal-2025-multimodal 10.18653/v1/2025.findings-emnlp.954 https://aclanthology.org/2025.findings-emnlp.954/ 2025-11 17586 17609 Analyzing Gambling Addictions: A Spanish Corpus for Understanding Pathological Behavior Manuel Couto author Marcos Fernández-Pichel author Mario Ezra Aragon author David E Losada author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 couto-etal-2025-analyzing 10.18653/v1/2025.findings-emnlp.955 https://aclanthology.org/2025.findings-emnlp.955/ 2025-11 17610 17619 Beyond Surface Alignment: Rebuilding LLMs Safety Mechanism via Probabilistically Ablating Refusal Direction Yuanbo Xie author Yingjie Zhang author Tianyun Liu author Duohe Ma author Tingwen Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xie-etal-2025-beyond 10.18653/v1/2025.findings-emnlp.956 https://aclanthology.org/2025.findings-emnlp.956/ 2025-11 17620 17632 Distributed LLM Serving on Consumer-Grade GPUs by Reconciling Computation and Communication Lewei Jin author Kui Zhang author Yongqi Chen author Zhuoyifan author Renjie Li author Yi Gao author Bowei Yang author Zhengong Cai author Wei Dong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jin-etal-2025-distributed 10.18653/v1/2025.findings-emnlp.957 https://aclanthology.org/2025.findings-emnlp.957/ 2025-11 17633 17642 SafeToolBench: Pioneering a Prospective Benchmark to Evaluating Tool Utilization Safety in LLMs Hongfei Xia author Hongru Wang author Zeming Liu author Qian Yu author Yuhang Guo author Haifeng Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xia-etal-2025-safetoolbench 10.18653/v1/2025.findings-emnlp.958 https://aclanthology.org/2025.findings-emnlp.958/ 2025-11 17643 17660 Sparsifying Mamba An Wang author Ruobing Xie author Shuaipeng Li author Xingwu Sun author Zhanhui Kang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-sparsifying 10.18653/v1/2025.findings-emnlp.959 https://aclanthology.org/2025.findings-emnlp.959/ 2025-11 17661 17667 Beneath the Facade: Probing Safety Vulnerabilities in LLMs via Auto-Generated Jailbreak Prompts Heehyeon Kim author Kyeongryul Lee author Joyce Jiyoung Whang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-beneath 10.18653/v1/2025.findings-emnlp.960 https://aclanthology.org/2025.findings-emnlp.960/ 2025-11 17668 17700 ET-MIER: Entity Type-guided Key Mention Identification and Evidence Retrieval for Document-level Relation Extraction Xin Li author Huangming Xu author Fu Zhang author Jingwei Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-et 10.18653/v1/2025.findings-emnlp.961 https://aclanthology.org/2025.findings-emnlp.961/ 2025-11 17701 17714 Position IDs Matter: An Enhanced Position Layout for Efficient Context Compression in Large Language Models Runsong Zhao author Xin Liu author Xinyu Liu author Pengcheng Huang author Chunyang Xiao author Tong Xiao author JingBo Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-position 10.18653/v1/2025.findings-emnlp.962 https://aclanthology.org/2025.findings-emnlp.962/ 2025-11 17715 17734 Can Role Vectors Affect LLM Behaviour? Daniele Potertì author Andrea Seveso author Fabio Mercorio author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 poterti-etal-2025-role 10.18653/v1/2025.findings-emnlp.963 https://aclanthology.org/2025.findings-emnlp.963/ 2025-11 17735 17747 Semantic Component Analysis: Introducing Multi-Topic Distributions to Clustering-Based Topic Modeling Florian Eichin author Carolin M Schuster author Georg Groh author Michael A Hedderich author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 eichin-etal-2025-semantic 10.18653/v1/2025.findings-emnlp.964 https://aclanthology.org/2025.findings-emnlp.964/ 2025-11 17748 17771 ThinkQE: Query Expansion via an Evolving Thinking Process Yibin Lei author Tao Shen author Andrew Yates author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lei-etal-2025-thinkqe 10.18653/v1/2025.findings-emnlp.965 https://aclanthology.org/2025.findings-emnlp.965/ 2025-11 17772 17781 Hierarchical Reward Modeling for Fault Localization in Large Code Repositories Jiwei Zhang author Jianxun Lian author Haiming Qin author Mingyang Zhou author KeZhong Lu author Rui Mao author Hao Liao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-hierarchical 10.18653/v1/2025.findings-emnlp.966 https://aclanthology.org/2025.findings-emnlp.966/ 2025-11 17782 17796 Layer Duplication in LLMs Neo Eyal author Nachum Dershowitz author Kfir Bar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 eyal-etal-2025-layer 10.18653/v1/2025.findings-emnlp.967 https://aclanthology.org/2025.findings-emnlp.967/ 2025-11 17797 17807 Semantic-Aware Action Space Compression via LLM-DRL Synergy for Efficient Task-oriented Dialogue Policy Exploration Yangyang Zhao author Ben Niu author Yuxuan Tan author Shihan Wang author Libo Qin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-semantic 10.18653/v1/2025.findings-emnlp.968 https://aclanthology.org/2025.findings-emnlp.968/ 2025-11 17808 17820 Linear Steerability in Language Models: When It Emerges and How It Evolves Jianshu She author Xinyue Li author Eric P Xing author Zhengzhong Liu author Qirong Ho author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 she-etal-2025-linear 10.18653/v1/2025.findings-emnlp.969 https://aclanthology.org/2025.findings-emnlp.969/ 2025-11 17821 17846 A Comprehensive Survey on Learning from Rewards for Large Language Models: Reward Models and Learning Strategies Xiaobao Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-2025-comprehensive 10.18653/v1/2025.findings-emnlp.970 https://aclanthology.org/2025.findings-emnlp.970/ 2025-11 17847 17875 InFact: Informativeness Alignment for Improved LLM Factuality Roi Cohen author Russa Biswas author Gerard de Melo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cohen-etal-2025-infact 10.18653/v1/2025.findings-emnlp.971 https://aclanthology.org/2025.findings-emnlp.971/ 2025-11 17876 17888 Large Language Model Agents in Finance: A Survey Bridging Research, Practice, and Real-World Deployment Yifei Dong author Fengyi Wu author Kunlin Zhang author Yilong Dai author Sanjian Zhang author Wanghao Ye author Sihan Chen author Zhi-Qi Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dong-etal-2025-large 10.18653/v1/2025.findings-emnlp.972 https://aclanthology.org/2025.findings-emnlp.972/ 2025-11 17889 17907 Problem Solved? Information Extraction Design Space for Layout-Rich Documents using LLMs Gaye Colakoglu author Gürkan Solmaz author Jonathan Fürst author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 colakoglu-etal-2025-problem 10.18653/v1/2025.findings-emnlp.973 https://aclanthology.org/2025.findings-emnlp.973/ 2025-11 17908 17927 Generation-Augmented Retrieval: Rethinking the Role of Large Language Models in Zero-Shot Relation Extraction Zehan Li author Fu Zhang author Tianyue Peng author He Liu author Jingwei Cheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-generation-augmented 10.18653/v1/2025.findings-emnlp.974 https://aclanthology.org/2025.findings-emnlp.974/ 2025-11 17928 17941 Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs Wei Chen author Zhi Zheng author Lili Zhao author Huijun Hou author Tong Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-following 10.18653/v1/2025.findings-emnlp.975 https://aclanthology.org/2025.findings-emnlp.975/ 2025-11 17942 17956 Large Language Models as Reader for Bias Detection Xuan Luo author Jing Li author Zhong Wenzhong author Geng Tu author Ruifeng Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-large-language-models 10.18653/v1/2025.findings-emnlp.976 https://aclanthology.org/2025.findings-emnlp.976/ 2025-11 17957 17967 LOHRec: Leveraging Order and Hierarchy in Generative Sequential Recommendation Jiawen Xie author Haiyang Wu author Deyi Ji author Yuekui Yang author Shaoping Ma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xie-etal-2025-lohrec 10.18653/v1/2025.findings-emnlp.977 https://aclanthology.org/2025.findings-emnlp.977/ 2025-11 17968 17983 Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models Haonan He author Yuchen Ren author Yining Tang author Ziyang Xu author Junxian Li author Minghao Yang author Di Zhang author Yuan Dong author Tao Chen author Shufei Zhang author Yuqiang Li author Nanqing Dong author Wanli Ouyang author Dongzhan Zhou author Peng Ye author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-biology 10.18653/v1/2025.findings-emnlp.978 https://aclanthology.org/2025.findings-emnlp.978/ 2025-11 17984 18016 AssistedDS: Benchmarking How External Domain Knowledge Assists LLMs in Automated Data Science An Luo author Xun Xian author Jin Du author Fangqiao Tian author Ganghua Wang author Ming Zhong author Shengchun Zhao author Xuan Bi author Zirui Liu author Jiawei Zhou author Jayanth Srinivasa author Ashish Kundu author Charles Fleming author Mingyi Hong author Jie Ding author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-assistedds 10.18653/v1/2025.findings-emnlp.979 https://aclanthology.org/2025.findings-emnlp.979/ 2025-11 18017 18060 Are you sure? Measuring models bias in content moderation through uncertainty Alessandra Urbinati author Mirko Lai author Simona Frenda author Marco Antonio Stranisci author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 urbinati-etal-2025-sure 10.18653/v1/2025.findings-emnlp.980 https://aclanthology.org/2025.findings-emnlp.980/ 2025-11 18061 18076 FOSSIL: Harnessing Feedback on Suboptimal Samples for Data-Efficient Generalisation with Imitation Learning for Embodied Vision-and-Language Tasks Sabrina McCallum author Amit Parekh author Alessandro Suglia author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mccallum-etal-2025-fossil 10.18653/v1/2025.findings-emnlp.981 https://aclanthology.org/2025.findings-emnlp.981/ 2025-11 18077 18101 Assess and Prompt: A Generative RL Framework for Improving Engagement in Online Mental Health Communities Bhagesh Gaur author Karan Gupta author Aseem Srivastava author Manish Gupta author Md Shad Akhtar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gaur-etal-2025-assess 10.18653/v1/2025.findings-emnlp.982 https://aclanthology.org/2025.findings-emnlp.982/ 2025-11 18102 18118 Logic: Long-form Outline Generation via Imitative and Critical Self-refinement Hengwei Liu author Yongliang Shen author Zhe Zheng author Haoyuan Ma author Xingyu Wu author Yin Zhang author Weiming Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-logic-long 10.18653/v1/2025.findings-emnlp.983 https://aclanthology.org/2025.findings-emnlp.983/ 2025-11 18119 18144 No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu author Hongyi Wu author Ronghang Zhu author Zihan Guan author Dongliang Guo author Daiqing Qi author Sheng Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-free 10.18653/v1/2025.findings-emnlp.984 https://aclanthology.org/2025.findings-emnlp.984/ 2025-11 18145 18170 LegoSLM: Connecting LLM with Speech Encoder using CTC Posteriors Rao Ma author Tongzhou Chen author Kartik Audhkhasi author Bhuvana Ramabhadran author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-legoslm 10.18653/v1/2025.findings-emnlp.985 https://aclanthology.org/2025.findings-emnlp.985/ 2025-11 18171 18186 Skeleton-Guided-Translation: A Benchmarking Framework for Code Repository Translation with Fine-Grained Quality Evaluation Xing Zhang author Jiaheng Wen author Fangkai Yang author Yu Kang author Pu Zhao author Junhao Wang author Maoquan Wang author Yufan Huang author Shengyu Fu author Elsie Nallipogu author Qingwei Lin author Yingnong Dang author Saravan Rajmohan author Dongmei Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-skeleton 10.18653/v1/2025.findings-emnlp.986 https://aclanthology.org/2025.findings-emnlp.986/ 2025-11 18187 18198 Parallel Communities Across the Surface Web and the Dark Web Wenchao Dong author Megha Sundriyal author Seongchan Park author Jaehong Kim author Meeyoung Cha author Tanmoy Chakraborty author Wonjae Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dong-etal-2025-parallel 10.18653/v1/2025.findings-emnlp.987 https://aclanthology.org/2025.findings-emnlp.987/ 2025-11 18199 18218 Lemma Dilemma: On Lemma Generation Without Domain- or Language-Specific Training Data Olia Toporkov author Alan Akbik author Rodrigo Agerri author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 toporkov-etal-2025-lemma 10.18653/v1/2025.findings-emnlp.988 https://aclanthology.org/2025.findings-emnlp.988/ 2025-11 18219 18232 LlmFixer: Fix the Helpfulness of Defensive Large Language Models Zelong Yu author Xiaoming Zhang author Litian Zhang author Yu Yuan author Chaozhuo Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-llmfixer 10.18653/v1/2025.findings-emnlp.989 https://aclanthology.org/2025.findings-emnlp.989/ 2025-11 18233 18247 Universal Acoustic Adversarial Attacks for Flexible Control of Speech-LLMs Rao Ma author Mengjie Qian author Vyas Raina author Mark Gales author Kate Knill author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-universal 10.18653/v1/2025.findings-emnlp.990 https://aclanthology.org/2025.findings-emnlp.990/ 2025-11 18248 18262 Probing Semantic Routing in Large Mixture-of-Expert Models Matthew Lyle Olson author Neale Ratzlaff author Musashi Hinck author Man Luo author Sungduk Yu author Chendi Xue author Vasudev Lal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 olson-etal-2025-probing 10.18653/v1/2025.findings-emnlp.991 https://aclanthology.org/2025.findings-emnlp.991/ 2025-11 18263 18278 CMT-Eval: A Novel Chinese Multi-turn Dialogue Evaluation Dataset Addressing Real-world Conversational Challenges Siyu Tian author Kaijie Mo author Yupei Wang author Renfen Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tian-etal-2025-cmt 10.18653/v1/2025.findings-emnlp.992 https://aclanthology.org/2025.findings-emnlp.992/ 2025-11 18279 18303 LastingBench: Defend Benchmarks Against Knowledge Leakage Yixiong Fang author Tianran Sun author Yuling Shi author Min Wang author Xiaodong Gu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fang-etal-2025-lastingbench 10.18653/v1/2025.findings-emnlp.993 https://aclanthology.org/2025.findings-emnlp.993/ 2025-11 18304 18317 Learning API Functionality from In-Context Demonstrations for Tool-based Agents Bhrij Patel author Ashish Jagmohan author Aditya Vempaty author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 patel-etal-2025-learning 10.18653/v1/2025.findings-emnlp.994 https://aclanthology.org/2025.findings-emnlp.994/ 2025-11 18318 18336 Predicting Language Models’ Success at Zero-Shot Probabilistic Prediction Kevin Ren author Santiago Cortes-Gomez author Carlos Miguel Patiño author Ananya Joshi author Ruiqi Lyu author Jingjing Tang author Alistair Turcan author Khurram Yamin author Steven Wu author Bryan Wilder author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ren-etal-2025-predicting 10.18653/v1/2025.findings-emnlp.995 https://aclanthology.org/2025.findings-emnlp.995/ 2025-11 18337 18363 GAMIC: Graph-Aligned Molecular In-context Learning for Molecule Analysis via LLMs Ali Al Lawati author Jason S Lucas author Zhiwei Zhang author Prasenjit Mitra author Suhang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 al-lawati-etal-2025-gamic 10.18653/v1/2025.findings-emnlp.996 https://aclanthology.org/2025.findings-emnlp.996/ 2025-11 18364 18378 Rethinking Sign Language Translation: The Impact of Signer Dependence on Model Evaluation Keren Artiaga author Sabyasachi Kamila author Haithem Afli author Conor Lynch author Mohammed Hasanuzzaman author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 artiaga-etal-2025-rethinking 10.18653/v1/2025.findings-emnlp.997 https://aclanthology.org/2025.findings-emnlp.997/ 2025-11 18379 18391 Can Large Language Models Identify Implicit Suicidal Ideation? An Empirical Evaluation Tong Li author Shu Yang author Junchao Wu author Jiyao Wei author Lijie Hu author Mengdi Li author Derek F Wong author Joshua R Oltmanns author Di Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-large-language-models-identify 10.18653/v1/2025.findings-emnlp.998 https://aclanthology.org/2025.findings-emnlp.998/ 2025-11 18392 18413 Adaptive Platt Scaling with Causal Interpretations for Self-Reflective Language Model Uncertainty Estimates Anthony Sicilia author Malihe Alikhani author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sicilia-alikhani-2025-adaptive 10.18653/v1/2025.findings-emnlp.999 https://aclanthology.org/2025.findings-emnlp.999/ 2025-11 18414 18422 Treble Counterfactual VLMs: A Causal Approach to Hallucination Li Li author Jiashu Qu author Linxin Song author Yuxiao Zhou author Yuehan Qin author Tiankai Yang author Yue Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-treble 10.18653/v1/2025.findings-emnlp.1000 https://aclanthology.org/2025.findings-emnlp.1000/ 2025-11 18423 18434 Video-Skill-CoT: Skill-based Chain-of-Thoughts for Domain-Adaptive Video Reasoning Daeun Lee author Jaehong Yoon author Jaemin Cho author Mohit Bansal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-video 10.18653/v1/2025.findings-emnlp.1001 https://aclanthology.org/2025.findings-emnlp.1001/ 2025-11 18435 18449 Glitter: A Multi-Sentence, Multi-Reference Benchmark for Gender-Fair German Machine Translation A Pranav author Janiça Hackenbuchner author Giuseppe Attanasio author Manuel Lardelli author Anne Lauscher author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pranav-etal-2025-glitter 10.18653/v1/2025.findings-emnlp.1002 https://aclanthology.org/2025.findings-emnlp.1002/ 2025-11 18450 18477 From n-gram to Attention: How Model Architectures Learn and Propagate Bias in Language Modeling Mohsinul Kabir author Tasfia Tahsin author Sophia Ananiadou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kabir-etal-2025-n 10.18653/v1/2025.findings-emnlp.1003 https://aclanthology.org/2025.findings-emnlp.1003/ 2025-11 18478 18498 SENTRA: Selected-Next-Token Transformer for LLM Text Detection Mitchell Plyler author Yilun Zhang author Alexander Tuzhilin author Saoud Khalifah author Sen Tian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 plyler-etal-2025-sentra 10.18653/v1/2025.findings-emnlp.1004 https://aclanthology.org/2025.findings-emnlp.1004/ 2025-11 18499 18516 Automate Strategy Finding with LLM in Quant Investment Zhizhuo Kou author Holam Yu author Junyu Luo author Jingshu Peng author Xujia Li author Chengzhong Liu author Juntao Dai author Lei Chen author Sirui Han author Yike Guo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kou-etal-2025-automate 10.18653/v1/2025.findings-emnlp.1005 https://aclanthology.org/2025.findings-emnlp.1005/ 2025-11 18517 18533 Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning Xuyang Wu author Jinming Nian author Ting-Ruen Wei author Zhiqiang Tao author Hsin-Tai Wu author Yi Fang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-reasoning 10.18653/v1/2025.findings-emnlp.1006 https://aclanthology.org/2025.findings-emnlp.1006/ 2025-11 18534 18555 MT-RewardTree: A Comprehensive Framework for Advancing LLM-Based Machine Translation via Reward Modeling Zhaopeng Feng author Jiahan Ren author Jiayuan Su author Jiamei Zheng author Hongwei Wang author Zuozhu Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-mt 10.18653/v1/2025.findings-emnlp.1007 https://aclanthology.org/2025.findings-emnlp.1007/ 2025-11 18556 18567 Bias after Prompting: Persistent Discrimination in Large Language Models Nivedha Sivakumar author Natalie Mackraz author Samira Khorshidi author Krishna Patel author Barry-John Theobald author Luca Zappella author Nicholas Apostoloff author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sivakumar-etal-2025-bias 10.18653/v1/2025.findings-emnlp.1008 https://aclanthology.org/2025.findings-emnlp.1008/ 2025-11 18568 18593 CARVQ: Corrective Adaptor with Group Residual Vector Quantization for LLM Embedding Compression Dayin Gou author Sanghyun Byun author Nilesh Malpeddi author Gabrielle De Micheli author Prathamesh Vaste author Jacob Song author Woo Seong Chung author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gou-etal-2025-carvq 10.18653/v1/2025.findings-emnlp.1009 https://aclanthology.org/2025.findings-emnlp.1009/ 2025-11 18594 18604 Consistent Discourse-level Temporal Relation Extraction Using Large Language Models Yi Fan author Michael Strube author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fan-strube-2025-consistent 10.18653/v1/2025.findings-emnlp.1010 https://aclanthology.org/2025.findings-emnlp.1010/ 2025-11 18605 18622 MMPlanner: Zero-Shot Multimodal Procedural Planning with Chain-of-Thought Object State Reasoning Afrina Tabassum author Bin Guo author Xiyao Ma author Hoda Eldardiry author Ismini Lourentzou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tabassum-etal-2025-mmplanner 10.18653/v1/2025.findings-emnlp.1011 https://aclanthology.org/2025.findings-emnlp.1011/ 2025-11 18623 18639 Internal states before wait modulate reasoning patterns Dmitrii Troitskii author Koyena Pal author Chris Wendler author Callum Stuart McDougall author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 troitskii-etal-2025-internal 10.18653/v1/2025.findings-emnlp.1012 https://aclanthology.org/2025.findings-emnlp.1012/ 2025-11 18640 18649 Sparsity May Be All You Need: Sparse Random Parameter Adaptation Jesus Rios author Pierre Dognin author Ronny Luss author Karthikeyan Natesan Ramamurthy author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rios-etal-2025-sparsity 10.18653/v1/2025.findings-emnlp.1013 https://aclanthology.org/2025.findings-emnlp.1013/ 2025-11 18650 18666 Learning to Align: Addressing Character Frequency Distribution Shifts in Handwritten Text Recognition Panagiotis Kaliosis author John Pavlopoulos author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kaliosis-pavlopoulos-2025-learning 10.18653/v1/2025.findings-emnlp.1014 https://aclanthology.org/2025.findings-emnlp.1014/ 2025-11 18667 18684 MT-R1-Zero: Advancing LLM-based Machine Translation via R1-Zero-like Reinforcement Learning Zhaopeng Feng author Shaosheng Cao author Jiahan Ren author Jiayuan Su author Ruizhe Chen author Yan Zhang author Jian Wu author Zuozhu Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-mt-r1 10.18653/v1/2025.findings-emnlp.1015 https://aclanthology.org/2025.findings-emnlp.1015/ 2025-11 18685 18702 Discrete Minds in a Continuous World: Do Language Models Know Time Passes? Minghan Wang author Ye Bai author Thuy-Trang Vu author Ehsan Shareghi author Gholamreza Haffari author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-discrete 10.18653/v1/2025.findings-emnlp.1016 https://aclanthology.org/2025.findings-emnlp.1016/ 2025-11 18703 18729 DLTKG: Denoising Logic-based Temporal Knowledge Graph Reasoning Xiaoke Wang author Fu Zhang author Jingwei Cheng author Yiwen Chi author Jiashun Peng author Yingsong Ning author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-dltkg 10.18653/v1/2025.findings-emnlp.1017 https://aclanthology.org/2025.findings-emnlp.1017/ 2025-11 18730 18743 EMO-RL: Emotion-Rule-Based Reinforcement Learning Enhanced Audio-Language Model for Generalized Speech Emotion Recognition Pengcheng Li author Botao Zhao author Zuheng Kang author Junqing Peng author Xiaoyang Qu author Yayun He author Jianzong Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-emo-rl 10.18653/v1/2025.findings-emnlp.1018 https://aclanthology.org/2025.findings-emnlp.1018/ 2025-11 18744 18754 MANTA: A Scalable Pipeline for Transmuting Massive Web Corpora into Instruction Datasets Heuiyeen Yeen author Seokhee Hong author Hyeongu Yun author Jinsik Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yeen-etal-2025-manta 10.18653/v1/2025.findings-emnlp.1019 https://aclanthology.org/2025.findings-emnlp.1019/ 2025-11 18755 18770 Fast Quiet-STaR: Thinking Without Thought Tokens Wei Huang author Yizhe Xiong author Xin Ye author Zhijie Deng author Hui Chen author Zijia Lin author Guiguang Ding author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-fast 10.18653/v1/2025.findings-emnlp.1020 https://aclanthology.org/2025.findings-emnlp.1020/ 2025-11 18771 18781 Lock on Target! Precision Unlearning via Directional Control Yuntao Wen author Ruixiang Feng author Feng Guo author Yifan Wang author Ran Le author Yang Song author Shen Gao author Shuo Shang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wen-etal-2025-lock 10.18653/v1/2025.findings-emnlp.1021 https://aclanthology.org/2025.findings-emnlp.1021/ 2025-11 18782 18794 UniRAG: A Unified RAG Framework for Knowledge-Intensive Queries with Decomposition, Break-Down Reasoning, and Iterative Rewriting Gun Il Kim author Jong Wook Kim author Beakcheol Jang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-unirag 10.18653/v1/2025.findings-emnlp.1022 https://aclanthology.org/2025.findings-emnlp.1022/ 2025-11 18795 18810 One Shot Dominance: Knowledge Poisoning Attack on Retrieval-Augmented Generation Systems Zhiyuan Chang author Mingyang Li author Xiaojun Jia author Junjie Wang author Yuekai Huang author Ziyou Jiang author Yang Liu author Qing Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chang-etal-2025-one 10.18653/v1/2025.findings-emnlp.1023 https://aclanthology.org/2025.findings-emnlp.1023/ 2025-11 18811 18825 From Generic Empathy to Personalized Emotional Support: A Self-Evolution Framework for User Preference Alignment Jing Ye author Lu Xiang author Yaping Zhang author Chengqing Zong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ye-etal-2025-generic 10.18653/v1/2025.findings-emnlp.1024 https://aclanthology.org/2025.findings-emnlp.1024/ 2025-11 18826 18853 MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding Jingyuan Deng author Yujiu Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 deng-yang-2025-maskcd 10.18653/v1/2025.findings-emnlp.1025 https://aclanthology.org/2025.findings-emnlp.1025/ 2025-11 18854 18866 ClusterUCB: Efficient Gradient-Based Data Selection for Targeted Fine-Tuning of LLMs Zige Wang author Qi Zhu author Fei Mi author Minghui Xu author Ruochun Jin author Wenjing Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-clusterucb 10.18653/v1/2025.findings-emnlp.1026 https://aclanthology.org/2025.findings-emnlp.1026/ 2025-11 18867 18880 TrapDoc: Deceiving LLM Users by Injecting Imperceptible Phantom Tokens into Documents Hyundong Jin author Sicheol Sung author Shinwoo Park author SeungYeop Baik author Yo-Sub Han author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jin-etal-2025-trapdoc 10.18653/v1/2025.findings-emnlp.1027 https://aclanthology.org/2025.findings-emnlp.1027/ 2025-11 18881 18897 AraReasoner: Evaluating Reasoning-Based LLMs for Arabic NLP Ahmed Abul Hasanaath author Aisha Alansari author Ahmed Ashraf author Salmane Chafik author Hamzah Luqman author Saad Ezzini author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hasanaath-etal-2025-arareasoner 10.18653/v1/2025.findings-emnlp.1028 https://aclanthology.org/2025.findings-emnlp.1028/ 2025-11 18898 18914 Tales of Morality: Comparing Human- and LLM-Generated Moral Stories from Visual Cues Rezvaneh Rezapour author Sullam Jeoung author Zhiwen You author Jana Diesner author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rezapour-etal-2025-tales 10.18653/v1/2025.findings-emnlp.1029 https://aclanthology.org/2025.findings-emnlp.1029/ 2025-11 18915 18933 AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation Wenfeng Feng author Chuzhan Hao author Yuewei Zhang author Guochao Jiang author Jingyi Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-airrag 10.18653/v1/2025.findings-emnlp.1030 https://aclanthology.org/2025.findings-emnlp.1030/ 2025-11 18934 18953 Evaluating NL2SQL via SQL2NL Mohammadtaher Safarzadeh author Afshin Oroojlooy author Dan Roth author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 safarzadeh-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.1031 https://aclanthology.org/2025.findings-emnlp.1031/ 2025-11 18954 18968 DB-Explore: Automated Database Exploration and Instruction Synthesis for Text-to-SQL Haoyuan Ma author Yongliang Shen author Hengwei Liu author Wenqi Zhang author Haolei Xu author Qiuying Peng author Jun Wang author Weiming Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-db 10.18653/v1/2025.findings-emnlp.1032 https://aclanthology.org/2025.findings-emnlp.1032/ 2025-11 18969 18979 Do BERT-Like Bidirectional Models Still Perform Better on Text Classification in the Era of LLMs? Junyan Zhang author Yiming Huang author Shuliang Liu author Yubo Gao author Xuming Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-bert-like 10.18653/v1/2025.findings-emnlp.1033 https://aclanthology.org/2025.findings-emnlp.1033/ 2025-11 18980 18989 Divide, Optimize, Merge: Scalable Fine-Grained Generative Optimization for LLM Agents Jiale Liu author Yifan Zeng author Shaokun Zhang author Chi Zhang author Malte Højmark-Bertelsen author Marie Normann Gadeberg author Huazheng Wang author Qingyun Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-divide 10.18653/v1/2025.findings-emnlp.1034 https://aclanthology.org/2025.findings-emnlp.1034/ 2025-11 18990 19012 Evaluating Evaluation Metrics – The Mirage of Hallucination Detection Atharva Kulkarni author Yuan Zhang author Joel Ruben Antony Moniz author Xiou Ge author Bo-Hsiang Tseng author Dhivya Piraviperumal author Swabha Swayamdipta author Hong Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kulkarni-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.1035 https://aclanthology.org/2025.findings-emnlp.1035/ 2025-11 19013 19032 The Progress Illusion: Revisiting meta-evaluation standards of LLM evaluators Tianruo Rose Xu author Vedant Gaur author Liu Leqi author Tanya Goyal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-progress 10.18653/v1/2025.findings-emnlp.1036 https://aclanthology.org/2025.findings-emnlp.1036/ 2025-11 19033 19043 MidPO: Dual Preference Optimization for Safety and Helpfulness in Large Language Models via a Mixture of Experts Framework Yupeng Qi author Ziyu Lyu author Min Yang author Yanlin Wang author Lu Bai author Lixin Cui author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qi-etal-2025-midpo 10.18653/v1/2025.findings-emnlp.1037 https://aclanthology.org/2025.findings-emnlp.1037/ 2025-11 19044 19066 From KMMLU-Redux to Pro: A Professional Korean Benchmark Suite for LLM Evaluation Seokhee Hong author Sunkyoung Kim author Guijin Son author Soyeon Kim author Yeonjung Hong author Jinsik Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hong-etal-2025-kmmlu 10.18653/v1/2025.findings-emnlp.1038 https://aclanthology.org/2025.findings-emnlp.1038/ 2025-11 19067 19096 RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios Fei Zhao author Chengqiang Lu author Yufan Shen author Qimeng Wang author Yicheng Qian author Haoxin Zhang author Yan Gao author Yiwu author Yao Hu author Zhen Wu author Shangyu Xing author Xinyu Dai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-realbench 10.18653/v1/2025.findings-emnlp.1039 https://aclanthology.org/2025.findings-emnlp.1039/ 2025-11 19097 19115 The More, The Better? A Critical Study of Multimodal Context in Radiology Report Summarization Mong Yuan Sim author Wei Emma Zhang author Xiang Dai author Biaoyan Fang author Sarbin Ranjitkar author Arjun Burlakoti author Jamie Taylor author Haojie Zhuang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sim-etal-2025-better 10.18653/v1/2025.findings-emnlp.1040 https://aclanthology.org/2025.findings-emnlp.1040/ 2025-11 19116 19131 Localizing Malicious Outputs from CodeLLM Mayukh Borana author Junyi Liang author Sai Sathiesh Rajan author Sudipta Chattopadhyay author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 borana-etal-2025-localizing 10.18653/v1/2025.findings-emnlp.1041 https://aclanthology.org/2025.findings-emnlp.1041/ 2025-11 19132 19143 Knowing More, Acting Better: Hierarchical Representation for Embodied Decision-Making Chunhui Zhang author Zhongyu Ouyang author Xingjian Diao author Zheyuan Liu author Soroush Vosoughi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-knowing 10.18653/v1/2025.findings-emnlp.1042 https://aclanthology.org/2025.findings-emnlp.1042/ 2025-11 19144 19155 Culture is Everywhere: A Call for Intentionally Cultural Evaluation Juhyun Oh author Inha Cha author Michael Saxon author Hyunseung Lim author Shaily Bhatt author Alice Oh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 oh-etal-2025-culture 10.18653/v1/2025.findings-emnlp.1043 https://aclanthology.org/2025.findings-emnlp.1043/ 2025-11 19156 19168 Fairness in Automatic Speech Recognition Isn’t a One-Size-Fits-All Hend ElGhazaly author Bahman Mirheidari author Heidi Christensen author Nafise Sadat Moosavi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 elghazaly-etal-2025-fairness 10.18653/v1/2025.findings-emnlp.1044 https://aclanthology.org/2025.findings-emnlp.1044/ 2025-11 19169 19178 Uncovering Factor-Level Preference to Improve Human-Model Alignment Juhyun Oh author Eunsu Kim author Jiseon Kim author Wenda Xu author Inha Cha author William Yang Wang author Alice Oh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 oh-etal-2025-uncovering 10.18653/v1/2025.findings-emnlp.1045 https://aclanthology.org/2025.findings-emnlp.1045/ 2025-11 19179 19203 Adaptive Preference Optimization with Uncertainty-aware Utility Anchor Xiaobo Wang author Zixia Jia author Jiaqi Li author Qi Liu author Zilong Zheng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-adaptive-preference 10.18653/v1/2025.findings-emnlp.1046 https://aclanthology.org/2025.findings-emnlp.1046/ 2025-11 19204 19225 GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning Oussama Gabouj author Kamel Charaf author Ivan Zakazov author Nicolas Baldwin author Robert West author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gabouj-etal-2025-grad 10.18653/v1/2025.findings-emnlp.1047 https://aclanthology.org/2025.findings-emnlp.1047/ 2025-11 19226 19244 IoTMigrator: LLM-driven Embedded IoT Code Migration across Different OSes for Cloud-device Integration Yq author Kaijie Gong author Yi Gao author Hao Wang author Wei Dong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yq-etal-2025-iotmigrator 10.18653/v1/2025.findings-emnlp.1048 https://aclanthology.org/2025.findings-emnlp.1048/ 2025-11 19245 19257 ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation Hao Chen author Yukun Yan author Sen Mei author Wanxiang Che author Zhenghao Liu author Qi Shi author Xinze Li author Yuchun Fan author Pengcheng Huang author Qiushi Xiong author Zhiyuan Liu author Maosong Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-clueanchor 10.18653/v1/2025.findings-emnlp.1049 https://aclanthology.org/2025.findings-emnlp.1049/ 2025-11 19258 19278 BAGELS: Benchmarking the Automated Generation and Extraction of Limitations from Scholarly Text Ibrahim Al Azher author Miftahul Jannat Mokarrama author Zhishuai Guo author Sagnik Ray Choudhury author Hamed Alhoori author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 al-azher-etal-2025-bagels 10.18653/v1/2025.findings-emnlp.1050 https://aclanthology.org/2025.findings-emnlp.1050/ 2025-11 19279 19294 Dense Retrievers Can Fail on Simple Queries: Revealing The Granularity Dilemma of Embeddings Liyan Xu author Zhenlin Su author Mo Yu author Jiangnan Li author Fandong Meng author Jie Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-dense 10.18653/v1/2025.findings-emnlp.1051 https://aclanthology.org/2025.findings-emnlp.1051/ 2025-11 19295 19305 Over-Generation and Compaction: A Prompting Strategy for Procedural Text Adaptation with Large Language Models Hyeongsik Kim author Yanheng Xu author Chaoqun Dong author Fei Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-generation 10.18653/v1/2025.findings-emnlp.1052 https://aclanthology.org/2025.findings-emnlp.1052/ 2025-11 19306 19337 TransBERT: A Framework for Synthetic Translation in Domain-Specific Language Modeling Julien Knafou author Luc Mottin author Anaïs Mottaz author Alexandre Flament author Patrick Ruch author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 knafou-etal-2025-transbert 10.18653/v1/2025.findings-emnlp.1053 https://aclanthology.org/2025.findings-emnlp.1053/ 2025-11 19338 19354 Beyond Fixed-Length Calibration for Post-Training Compression of LLMs Jaehoon Oh author Dokwan Oh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 oh-oh-2025-beyond 10.18653/v1/2025.findings-emnlp.1054 https://aclanthology.org/2025.findings-emnlp.1054/ 2025-11 19355 19366 Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation Guangzeng Han author Weisi Liu author Xiaolei Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-attributes 10.18653/v1/2025.findings-emnlp.1055 https://aclanthology.org/2025.findings-emnlp.1055/ 2025-11 19367 19389 ReCoVeR the Target Language: Language Steering without Sacrificing Task Performance Hannah Sterz author Fabian David Schmidt author Goran Glavaš author Ivan Vulić author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sterz-etal-2025-recover 10.18653/v1/2025.findings-emnlp.1056 https://aclanthology.org/2025.findings-emnlp.1056/ 2025-11 19390 19405 LC-Eval: A Bilingual Multi-Task Evaluation Benchmark for Long-Context Understanding Sheikh Jubair author Arwa Omayrah author Amal Alshammari author Alhanoof Althnian author Abdulhamed Alothaimen author Norah A Alzahrani author Shahad D Alzaidi author Nora Al-Twairesh author Abdulmohsen Al-Thubaity author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jubair-etal-2025-lc 10.18653/v1/2025.findings-emnlp.1057 https://aclanthology.org/2025.findings-emnlp.1057/ 2025-11 19406 19439 OVFact: Measuring and Improving Open-Vocabulary Factuality for Long Caption Models Monika Wysoczańska author Shyamal Buch author Anurag Arnab author Cordelia Schmid author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wysoczanska-etal-2025-ovfact 10.18653/v1/2025.findings-emnlp.1058 https://aclanthology.org/2025.findings-emnlp.1058/ 2025-11 19440 19457 GRPO-Guided Modality Selection Enhanced LoRA-Tuned LLMs for Multimodal Emotion Recognition Yang Chen author Shuwan Yang author Yan Xiang author Ran Song author Yuxin Huang author Zhengtao Yu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-grpo 10.18653/v1/2025.findings-emnlp.1059 https://aclanthology.org/2025.findings-emnlp.1059/ 2025-11 19458 19471 Defending against Indirect Prompt Injection by Instruction Detection Tongyu Wen author Chenglong Wang author Xiyuan Yang author Haoyu Tang author Yueqi Xie author Lingjuan Lyu author Zhicheng Dou author Fangzhao Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wen-etal-2025-defending 10.18653/v1/2025.findings-emnlp.1060 https://aclanthology.org/2025.findings-emnlp.1060/ 2025-11 19472 19487 MUG-Eval: A Proxy Evaluation Framework for Multilingual Generation Capabilities in Any Language Seyoung Song author Seogyeong Jeong author Eunsu Kim author Jiho Jin author Dongkwan Kim author Jay Shin author Alice Oh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-mug-eval 10.18653/v1/2025.findings-emnlp.1061 https://aclanthology.org/2025.findings-emnlp.1061/ 2025-11 19488 19514 CAC-CoT: Connector-Aware Compact Chain-of-Thought for Efficient Reasoning Data Synthesis Across Dual-System Cognitive Tasks Sunguk Choi author Yonghoon Kwon author Heondeuk Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choi-etal-2025-cac 10.18653/v1/2025.findings-emnlp.1062 https://aclanthology.org/2025.findings-emnlp.1062/ 2025-11 19515 19530 On the Versatility of Sparse Autoencoders for In-Context Learning Ikhyun Cho author Gaeul Kwon author Julia Hockenmaier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cho-etal-2025-versatility 10.18653/v1/2025.findings-emnlp.1063 https://aclanthology.org/2025.findings-emnlp.1063/ 2025-11 19531 19538 More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG Shahar Levy author Nir Mazor author Lihi Shalmon author Michael Hassid author Gabriel Stanovsky author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 levy-etal-2025-documents 10.18653/v1/2025.findings-emnlp.1064 https://aclanthology.org/2025.findings-emnlp.1064/ 2025-11 19539 19547 CLEAR: A Comprehensive Linguistic Evaluation of Argument Rewriting by Large Language Models Thomas Huber author Christina Niklaus author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huber-niklaus-2025-clear 10.18653/v1/2025.findings-emnlp.1065 https://aclanthology.org/2025.findings-emnlp.1065/ 2025-11 19548 19568 ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast & Slow Reasoning for Robust Agent Defense Shiyu Xiang author Tong Zhang author Ronghao Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiang-etal-2025-alrphfs 10.18653/v1/2025.findings-emnlp.1066 https://aclanthology.org/2025.findings-emnlp.1066/ 2025-11 19569 19587 Stop Playing the Guessing Game! Evaluating Conversational Recommender Systems via Target-free User Simulation SungHwan Kim author Kwangwook Seo author Tongyoung Kim author Jinyoung Yeo author Dongha Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-stop 10.18653/v1/2025.findings-emnlp.1067 https://aclanthology.org/2025.findings-emnlp.1067/ 2025-11 19588 19605 Out-of-Context Reasoning in Large Language Models Jonathan Shaki author Emanuele La Malfa author Michael J Wooldridge author Sarit Kraus author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shaki-etal-2025-context 10.18653/v1/2025.findings-emnlp.1068 https://aclanthology.org/2025.findings-emnlp.1068/ 2025-11 19606 19615 CodeComplex: Dataset for Worst-Case Time Complexity Prediction SeungYeop Baik author Joonghyuk Hahn author Jungin Kim author Aditi author Mingi Jeon author Yo-Sub Han author Sang-Ki Ko author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 baik-etal-2025-codecomplex 10.18653/v1/2025.findings-emnlp.1069 https://aclanthology.org/2025.findings-emnlp.1069/ 2025-11 19616 19638 Weak2Wise: An Automated, Lightweight Framework for Weak-LLM-Friendly Reasoning Synthesis Jianing Lin author Yuanfang Guo author Shunning Liu author Zeming Liu author Yunhong Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-weak2wise 10.18653/v1/2025.findings-emnlp.1070 https://aclanthology.org/2025.findings-emnlp.1070/ 2025-11 19639 19657 From Tower to Spire: Adding the Speech Modality to a Translation-Specialist LLM Kshitij Ambilduke author Ben Peters author Sonal Sannigrahi author Anil Keshwani author Tsz Kin Lam author Bruno Martins author Andre Martins author Marcely Zanon Boito author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ambilduke-etal-2025-tower 10.18653/v1/2025.findings-emnlp.1071 https://aclanthology.org/2025.findings-emnlp.1071/ 2025-11 19658 19673 LLM Agents at the Roundtable: A Multi-Perspective and Dialectical Reasoning Framework for Essay Scoring Jinhee Jang author Ayoung Moon author Minkyoung Jung author YoungBin Kim author Seung Jin Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jang-etal-2025-llm 10.18653/v1/2025.findings-emnlp.1072 https://aclanthology.org/2025.findings-emnlp.1072/ 2025-11 19674 19687 DeepNote: Note-Centric Deep Retrieval-Augmented Generation Ruobing Wang author Qingfei Zhao author Yukun Yan author Daren Zha author Yuxuan Chen author Shi Yu author Zhenghao Liu author Yixuan Wang author Shuo Wang author Xu Han author Zhiyuan Liu author Maosong Sun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-deepnote 10.18653/v1/2025.findings-emnlp.1073 https://aclanthology.org/2025.findings-emnlp.1073/ 2025-11 19688 19715 NormAL LoRA: What is the perfect size? Aastik author Meghana Topu author Chinmay Kulkarni author Pragya Paramita Sahu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 aastik-etal-2025-normal 10.18653/v1/2025.findings-emnlp.1074 https://aclanthology.org/2025.findings-emnlp.1074/ 2025-11 19716 19731 Inclusive Leadership in the Age of AI: A Dataset and Comparative Study of LLMs vs. Real-Life Leaders in Workplace Action Planning Vindhya Singh author Sabine Schulte im Walde author Ksenia Keplinger author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 singh-etal-2025-inclusive 10.18653/v1/2025.findings-emnlp.1075 https://aclanthology.org/2025.findings-emnlp.1075/ 2025-11 19732 19753 Token Preference Optimization with Self-Calibrated Visual-Anchored Rewards for Hallucination Mitigation Jihao Gu author Yingyao Wang author Meng Cao author Pi Bu author Jun Song author Bo Zheng author Yancheng He author Shilong Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gu-etal-2025-token 10.18653/v1/2025.findings-emnlp.1076 https://aclanthology.org/2025.findings-emnlp.1076/ 2025-11 19754 19767 EZ-VC: Easy Zero-shot Any-to-Any Voice Conversion Advait Joglekar author Divyanshu Singh author Rooshil Rohit Bhatia author Srinivasan Umesh author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 joglekar-etal-2025-ez 10.18653/v1/2025.findings-emnlp.1077 https://aclanthology.org/2025.findings-emnlp.1077/ 2025-11 19768 19774 Length Representations in Large Language Models Sangjun Moon author Dasom Choi author Jingun Kwon author Hidetaka Kamigaito author Manabu Okumura author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 moon-etal-2025-length 10.18653/v1/2025.findings-emnlp.1078 https://aclanthology.org/2025.findings-emnlp.1078/ 2025-11 19775 19793 MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration Nianqi Li author Zujie Liang author Siyu Yuan author Jiaqing Liang author Feng Wei author Yanghua Xiao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-multilingpot 10.18653/v1/2025.findings-emnlp.1079 https://aclanthology.org/2025.findings-emnlp.1079/ 2025-11 19794 19811 Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text Pia Sommerauer author Giulia Rambelli author Tommaso Caselli author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sommerauer-etal-2025-simulating 10.18653/v1/2025.findings-emnlp.1080 https://aclanthology.org/2025.findings-emnlp.1080/ 2025-11 19812 19831 Do LVLMs Know What They Know? A Systematic Study of Knowledge Boundary Perception in LVLMs Zhikai Ding author Shiyu Ni author Keping Bi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ding-etal-2025-lvlms 10.18653/v1/2025.findings-emnlp.1081 https://aclanthology.org/2025.findings-emnlp.1081/ 2025-11 19832 19848 Benchmarking Large Language Models for Cryptanalysis and Side-Channel Vulnerabilities Utsav Maskey author Chencheng Zhu author Usman Naseem author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 maskey-etal-2025-benchmarking 10.18653/v1/2025.findings-emnlp.1082 https://aclanthology.org/2025.findings-emnlp.1082/ 2025-11 19849 19865 MTabVQA: Evaluating Multi-Tabular Reasoning of Language Models in Visual Space Anshul Singh author Chris Biemann author Jan Strich author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 singh-etal-2025-mtabvqa 10.18653/v1/2025.findings-emnlp.1083 https://aclanthology.org/2025.findings-emnlp.1083/ 2025-11 19866 19891 TurnBench-MS: A Benchmark for Evaluating Multi-Turn, Multi-Step Reasoning in Large Language Models Yiran Zhang author Mo Wang author Xiaoyang Li author Kaixuan Ren author Chencheng Zhu author Usman Naseem author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-turnbench 10.18653/v1/2025.findings-emnlp.1084 https://aclanthology.org/2025.findings-emnlp.1084/ 2025-11 19892 19924 Assessing LLM Reasoning Steps via Principal Knowledge Grounding Hyeon Hwang author Yewon Cho author Chanwoong Yoon author Yein Park author Minju Song author Kyungjae Lee author Gangwoo Kim author Jaewoo Kang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hwang-etal-2025-assessing 10.18653/v1/2025.findings-emnlp.1085 https://aclanthology.org/2025.findings-emnlp.1085/ 2025-11 19925 19948 Stratified Selective Sampling for Instruction Tuning with Dedicated Scoring Strategy Paramita Mirza author Lucas Weber author Fabian Küch author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mirza-etal-2025-stratified 10.18653/v1/2025.findings-emnlp.1086 https://aclanthology.org/2025.findings-emnlp.1086/ 2025-11 19949 19974 CoTD-PO: Chain-of-Thought Distillation with Preference Optimization Lujie Niu author Haochen Sun author Fangkun Zhao author Sheng Chen author Zimeng Bai author Jiawei Zhang author Caixia Yuan author Xiaojie Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 niu-etal-2025-cotd 10.18653/v1/2025.findings-emnlp.1087 https://aclanthology.org/2025.findings-emnlp.1087/ 2025-11 19975 19986 Intelligent Document Parsing: Towards End-to-end Document Parsing via Decoupled Content Parsing and Layout Grounding Hangdi Xing author Feiyu Gao author Qi Zheng author Zhaoqing Zhu author Zirui Shao author Ming Yan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xing-etal-2025-intelligent 10.18653/v1/2025.findings-emnlp.1088 https://aclanthology.org/2025.findings-emnlp.1088/ 2025-11 19987 19998 Feel the Difference? A Comparative Analysis of Emotional Arcs in Real and LLM-Generated CBT Sessions Xiaoyi Wang author Jiwei Zhang author Guangtao Zhang author Honglei Guo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-feel 10.18653/v1/2025.findings-emnlp.1089 https://aclanthology.org/2025.findings-emnlp.1089/ 2025-11 19999 20017 Beyond Single-User Dialogue: Assessing Multi-User Dialogue State Tracking Capabilities of Large Language Models Sangmin Song author Juhwan Choi author JungMin Yun author YoungBin Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-beyond-single 10.18653/v1/2025.findings-emnlp.1090 https://aclanthology.org/2025.findings-emnlp.1090/ 2025-11 20018 20029 All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark Davide Testa author Giovanni Bonetta author Raffaella Bernardi author Alessandro Bondielli author Alessandro Lenci author Alessio Miaschi author Lucia Passaro author Bernardo Magnini author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 testa-etal-2025-one 10.18653/v1/2025.findings-emnlp.1091 https://aclanthology.org/2025.findings-emnlp.1091/ 2025-11 20030 20050 Triangulating LLM Progress through Benchmarks, Games, and Cognitive Tests Filippo Momentè author Alessandro Suglia author Mario Giulianelli author Ambra Ferrari author Alexander Koller author Oliver Lemon author David Schlangen author Raquel Fernández author Raffaella Bernardi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 momente-etal-2025-triangulating 10.18653/v1/2025.findings-emnlp.1092 https://aclanthology.org/2025.findings-emnlp.1092/ 2025-11 20051 20072 Entity Profile Generation and Reasoning with LLMs for Entity Alignment Rumana Ferdous Munne author Md Mostafizur Rahman author Yuji Matsumoto author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 munne-etal-2025-entity 10.18653/v1/2025.findings-emnlp.1093 https://aclanthology.org/2025.findings-emnlp.1093/ 2025-11 20073 20086 Re-FRAME the Meeting Summarization SCOPE: Fact-Based Summarization and Personalization via Questions Frederic Kirstein author Sonu Kumar author Terry Ruas author Bela Gipp author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kirstein-etal-2025-frame 10.18653/v1/2025.findings-emnlp.1094 https://aclanthology.org/2025.findings-emnlp.1094/ 2025-11 20087 20137 Attack as Defense: Safeguarding Large Vision-Language Models from Jailbreaking by Adversarial Attacks Chongxin Li author Hanzhang Wang author Yuchun Fang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-attack 10.18653/v1/2025.findings-emnlp.1095 https://aclanthology.org/2025.findings-emnlp.1095/ 2025-11 20138 20152 Emphasising Structured Information: Integrating Abstract Meaning Representation into LLMs for Enhanced Open-Domain Dialogue Evaluation Bohao Yang author Kun Zhao author Dong Liu author Chen Tang author Liang Zhan author Chenghua Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-emphasising 10.18653/v1/2025.findings-emnlp.1096 https://aclanthology.org/2025.findings-emnlp.1096/ 2025-11 20153 20169 Differentiated Vision: Unveiling Entity-Specific Visual Modality Requirements for Multimodal Knowledge Graph Minghang Liu author Yinghan Shen author Zihe Huang author Yuanzhuo Wang author Xuhui Jiang author Huawei Shen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-differentiated 10.18653/v1/2025.findings-emnlp.1097 https://aclanthology.org/2025.findings-emnlp.1097/ 2025-11 20170 20183 Post Persona Alignment for Multi-Session Dialogue Generation Yi-Pei Chen author Noriki Nishida author Hideki Nakayama author Yuji Matsumoto author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-post 10.18653/v1/2025.findings-emnlp.1098 https://aclanthology.org/2025.findings-emnlp.1098/ 2025-11 20184 20192 MASSIVE-Agents: A Benchmark for Multilingual Function-Calling in 52 Languages Mayank Kulkarni author Vittorio Mazzia author Judith Gaspers author Chris Hench author Jack FitzGerald author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kulkarni-etal-2025-massive 10.18653/v1/2025.findings-emnlp.1099 https://aclanthology.org/2025.findings-emnlp.1099/ 2025-11 20193 20215 Crafting Customisable Characters with LLMs: A Persona-Driven Role-Playing Agent Framework Bohao Yang author Dong Liu author Chenghao Xiao author Kun Zhao author Chen Tang author Chao Li author Lin Yuan author Yang Guang author Chenghua Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-crafting 10.18653/v1/2025.findings-emnlp.1100 https://aclanthology.org/2025.findings-emnlp.1100/ 2025-11 20216 20240 Can LLMs Express Personality Across Cultures? Introducing CulturalPersonas for Evaluating Trait Alignment Priyanka Dey author Aayush Bothra author Yugal Khanter author Jieyu Zhao author Emilio Ferrara author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dey-etal-2025-llms 10.18653/v1/2025.findings-emnlp.1101 https://aclanthology.org/2025.findings-emnlp.1101/ 2025-11 20241 20262 Exploring the Hidden Reasoning Process of Large Language Models by Misleading Them Guanyu Chen author Peiyang Wang author Yizhou Jiang author Yuqian Liu author Chujie Zhao author Ying Fang author Tianren Zhang author Feng Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.1102 https://aclanthology.org/2025.findings-emnlp.1102/ 2025-11 20263 20278 When Models Reason in Your Language: Controlling Thinking Language Comes at the Cost of Accuracy Jirui Qi author Shan Chen author Zidi Xiong author Raquel Fernández author Danielle Bitterman author Arianna Bisazza author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qi-etal-2025-models 10.18653/v1/2025.findings-emnlp.1103 https://aclanthology.org/2025.findings-emnlp.1103/ 2025-11 20279 20296 The Role of Model Confidence on Bias Effects in Measured Uncertainties for Vision-Language Models Xinyi Liu author Weiguang Wang author Hangfeng He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-role-model-confidence 10.18653/v1/2025.findings-emnlp.1104 https://aclanthology.org/2025.findings-emnlp.1104/ 2025-11 20297 20313 GAttention: Gated Attention for the Detection of Abusive Language Horacio Jarquín Vásquez author Hugo Jair Escalante author Manuel Montes author Mario Ezra Aragon author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 vasquez-etal-2025-gattention 10.18653/v1/2025.findings-emnlp.1105 https://aclanthology.org/2025.findings-emnlp.1105/ 2025-11 20314 20329 Towards Low-Resource Alignment to Diverse Perspectives with Sparse Feedback Chu Fei Luo author Samuel Dahan author Xiaodan Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-towards 10.18653/v1/2025.findings-emnlp.1106 https://aclanthology.org/2025.findings-emnlp.1106/ 2025-11 20330 20339 ProtoXTM: Cross-Lingual Topic Modeling with Document-Level Prototype-based Contrastive Learning Seung-Won Seo author Soon-Sun Kwon author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 seo-kwon-2025-protoxtm 10.18653/v1/2025.findings-emnlp.1107 https://aclanthology.org/2025.findings-emnlp.1107/ 2025-11 20340 20354 One More Question is Enough, Expert Question Decomposition (EQD) Model for Domain Quantitative Reasoning Mengyu Wang author Sotirios Sabanis author Miguel de Carvalho author Shay B Cohen author Tiejun Ma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-one 10.18653/v1/2025.findings-emnlp.1108 https://aclanthology.org/2025.findings-emnlp.1108/ 2025-11 20355 20369 When Punctuation Matters: A Large-Scale Comparison of Prompt Robustness Methods for LLMs Mikhail Seleznyov author Mikhail Chaichuk author Gleb Ershov author Alexander Panchenko author Elena Tutubalina author Oleg Somov author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 seleznyov-etal-2025-punctuation 10.18653/v1/2025.findings-emnlp.1109 https://aclanthology.org/2025.findings-emnlp.1109/ 2025-11 20370 20385 RAR²: Retrieval-Augmented Medical Reasoning via Thought-Driven Retrieval Kaishuai Xu author Wenjun Hou author Yi Cheng author Wenjie Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-rar2 10.18653/v1/2025.findings-emnlp.1110 https://aclanthology.org/2025.findings-emnlp.1110/ 2025-11 20386 20396 The Security Threat of Compressed Projectors in Large Vision-Language Models Yudong Zhang author Ruobing Xie author Xingwu Sun author Jiansheng Chen author Zhanhui Kang author Di Wang author Yu Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-security 10.18653/v1/2025.findings-emnlp.1111 https://aclanthology.org/2025.findings-emnlp.1111/ 2025-11 20397 20407 NarratEX Dataset: Explaining the Dominant Narratives in News Texts Nuno Guimarães author Purificação Silvano author Ricardo Campos author Alipio Jorge author Ana Filipa Pacheco author Dimitar Iliyanov Dimitrov author Nikolaos Nikolaidis author Roman Yangarber author Elisa Sartori author Nicolas Stefanovitch author Preslav Nakov author Jakub Piskorski author Giovanni Da San Martino author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guimaraes-etal-2025-narratex 10.18653/v1/2025.findings-emnlp.1112 https://aclanthology.org/2025.findings-emnlp.1112/ 2025-11 20408 20434 Radical Allomorphy: Phonological Surface Forms without Phonology Salam Khalifa author Nizar Habash author Owen Rambow author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 khalifa-etal-2025-radical 10.18653/v1/2025.findings-emnlp.1113 https://aclanthology.org/2025.findings-emnlp.1113/ 2025-11 20435 20441 Model Calibration for Emotion Detection Mihaela Petre-Vlad author Cornelia Caragea author Florentina Hristea author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 petre-vlad-etal-2025-model 10.18653/v1/2025.findings-emnlp.1114 https://aclanthology.org/2025.findings-emnlp.1114/ 2025-11 20442 20457 From Benchmark to Better Embeddings: Leveraging Synonym Substitution to Enhance Multimodal Models in Ukrainian Volodymyr Mudryi author Yurii Laba author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mudryi-laba-2025-benchmark 10.18653/v1/2025.findings-emnlp.1115 https://aclanthology.org/2025.findings-emnlp.1115/ 2025-11 20458 20468 Context Copying Modulation: The Role of Entropy Neurons in Managing Parametric and Contextual Knowledge Conflicts Zineddine Tighidet author Andrea Mogini author Hedi Ben younes author Jiali Mei author Patrick Gallinari author Benjamin Piwowarski author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tighidet-etal-2025-context 10.18653/v1/2025.findings-emnlp.1116 https://aclanthology.org/2025.findings-emnlp.1116/ 2025-11 20469 20481 A Generalizable Rhetorical Strategy Annotation Model Using LLM-based Debate Simulation and Labelling Shiyu Ji author Farnoosh Hashemi author Joice Chen author Juanwen Pan author Weicheng Ma author Hefan Zhang author Sophia Pan author Ming Cheng author Shubham Mohole author Saeed Hassanpour author Soroush Vosoughi author Michael Macy author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ji-etal-2025-generalizable 10.18653/v1/2025.findings-emnlp.1117 https://aclanthology.org/2025.findings-emnlp.1117/ 2025-11 20482 20503 SecDecoding: Steerable Decoding for Safer LLM Generation Jiayou Wang author Rundong Liu author Yue Hu author Huijia Wu author Zhaofeng He author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-secdecoding 10.18653/v1/2025.findings-emnlp.1118 https://aclanthology.org/2025.findings-emnlp.1118/ 2025-11 20504 20521 GENUINE: Graph Enhanced Multi-level Uncertainty Estimation for Large Language Models Tuo Wang author Adithya Kulkarni author Tyler Cody author Peter A Beling author Yujun Yan author Dawei Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-genuine 10.18653/v1/2025.findings-emnlp.1119 https://aclanthology.org/2025.findings-emnlp.1119/ 2025-11 20522 20541 ReviewEval: An Evaluation Framework for AI-Generated Reviews Madhav Krishan Garg author Tejash Prasad author Tanmay Singhal author Chhavi Kirtani author Murari Mandal author Dhruv Kumar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 garg-etal-2025-revieweval 10.18653/v1/2025.findings-emnlp.1120 https://aclanthology.org/2025.findings-emnlp.1120/ 2025-11 20542 20564 Overcoming Black-box Attack Inefficiency with Hybrid and Dynamic Select Algorithms Abhinay Shankar Belde author Rohit Ramkumar author Jonathan Rusert author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 belde-etal-2025-overcoming 10.18653/v1/2025.findings-emnlp.1121 https://aclanthology.org/2025.findings-emnlp.1121/ 2025-11 20565 20598 GmSLM : Generative Marmoset Spoken Language Modeling Talia Sternberg author Michael London author David Omer author Yossi Adi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sternberg-etal-2025-gmslm 10.18653/v1/2025.findings-emnlp.1122 https://aclanthology.org/2025.findings-emnlp.1122/ 2025-11 20599 20618 QA-LIGN: Aligning LLMs through Constitutionally Decomposed QA Jacob Dineen author Aswin Rrv author Qin Liu author Zhikun Xu author Xiao Ye author Ming Shen author Zhaonan Li author Shijie Lu author Chitta Baral author Muhao Chen author Ben Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dineen-etal-2025-qa 10.18653/v1/2025.findings-emnlp.1123 https://aclanthology.org/2025.findings-emnlp.1123/ 2025-11 20619 20642 Characterizing Positional Bias in Large Language Models: A Multi-Model Evaluation of Prompt Order Effects Patrick Schilcher author Dominik Karasin author Michael Schöpf author Haisam Saleh author Antonela Tommasel author Markus Schedl author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 schilcher-etal-2025-characterizing 10.18653/v1/2025.findings-emnlp.1124 https://aclanthology.org/2025.findings-emnlp.1124/ 2025-11 20643 20664 You Only Use Reactive Attention Slice When Retrieving From Long Context Yun Joon Soh author Hanxian Huang author Yuandong Tian author Jishen Zhao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 soh-etal-2025-use 10.18653/v1/2025.findings-emnlp.1125 https://aclanthology.org/2025.findings-emnlp.1125/ 2025-11 20665 20686 Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring Shuxin Lin author Dhaval C Patel author Christodoulos Constantinides author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-fine 10.18653/v1/2025.findings-emnlp.1126 https://aclanthology.org/2025.findings-emnlp.1126/ 2025-11 20687 20700 CoViPAL: Layer-wise Contextualized Visual Token Pruning for Large Vision-Language Models Zicong Tang author Ziyang Ma author Suqing Wang author Zuchao Li author Lefei Zhang author Hai Zhao author Yun Li author Qianren Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tang-etal-2025-covipal 10.18653/v1/2025.findings-emnlp.1127 https://aclanthology.org/2025.findings-emnlp.1127/ 2025-11 20701 20714 Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction Maya Kruse author Shiyue Hu author Nicholas Derby author Yifu Wu author Samantha Stonbraker author Bingsheng Yao author Dakuo Wang author Elizabeth M Goldberg author Yanjun Gao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kruse-etal-2025-large 10.18653/v1/2025.findings-emnlp.1128 https://aclanthology.org/2025.findings-emnlp.1128/ 2025-11 20715 20735 TransAlign: Machine Translation Encoders are Strong Word Aligners, Too Benedikt Ebing author Christian Goldschmied author Goran Glavaš author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ebing-etal-2025-transalign 10.18653/v1/2025.findings-emnlp.1129 https://aclanthology.org/2025.findings-emnlp.1129/ 2025-11 20736 20749 Pruning Weights but Not Truth: Safeguarding Truthfulness While Pruning LLMs Yao Fu author Runchao Li author Xianxuan Long author Haotian Yu author Xiaotian Han author Yu Yin author Pan Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fu-etal-2025-pruning 10.18653/v1/2025.findings-emnlp.1130 https://aclanthology.org/2025.findings-emnlp.1130/ 2025-11 20750 20768 Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion Yujian Liu author Jiabao Ji author Tong Yu author Ryan A Rossi author Sungchul Kim author Handong Zhao author Ritwik Sinha author Yang Zhang author Shiyu Chang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-augment 10.18653/v1/2025.findings-emnlp.1131 https://aclanthology.org/2025.findings-emnlp.1131/ 2025-11 20769 20786 Evaluating Large Language Models for Belief Inference: Mapping Belief Networks at Scale Trisevgeni Papakonstantinou author Antonina Zhiteneva author Ana Yutong Ma author Derek Powell author Zachary Horne author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 papakonstantinou-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.1132 https://aclanthology.org/2025.findings-emnlp.1132/ 2025-11 20787 20795 Distinguishing fair from unfair compositional generalization tasks Ahmad Jabbar author Cleo Condoravdi author Christopher Potts author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jabbar-etal-2025-distinguishing 10.18653/v1/2025.findings-emnlp.1133 https://aclanthology.org/2025.findings-emnlp.1133/ 2025-11 20796 20807 SA-CLIP: Language Guided Image Spatial and Action Feature Learning Guanlin Li author Wenhao Shao author Praboda Rajapaksha author Noel Crespi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-sa 10.18653/v1/2025.findings-emnlp.1134 https://aclanthology.org/2025.findings-emnlp.1134/ 2025-11 20808 20814 Inefficiencies of Meta Agents for Agent Design Batu El author Mert Yuksekgonul author James Zou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 el-etal-2025-inefficiencies 10.18653/v1/2025.findings-emnlp.1135 https://aclanthology.org/2025.findings-emnlp.1135/ 2025-11 20815 20824 SCoder: Progressive Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs Xinyu Zhang author Changzhi Zhou author Linmei Hu author Luhao Zhang author Xiancai Chen author Haomin Fu author Yang Yang author Mengdi Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-scoder 10.18653/v1/2025.findings-emnlp.1136 https://aclanthology.org/2025.findings-emnlp.1136/ 2025-11 20825 20841 Linguistically-Controlled Paraphrase Generation Mohamed Elgaar author Hadi Amiri author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 elgaar-amiri-2025-linguistically 10.18653/v1/2025.findings-emnlp.1137 https://aclanthology.org/2025.findings-emnlp.1137/ 2025-11 20842 20864 LAWCAT: Efficient Distillation from Quadratic to Linear Attention with Convolution across Tokens for Long Context Modeling Zeyu Liu author Souvik Kundu author Lianghao Jiang author Anni Li author Srikanth Ronanki author Sravan Babu Bodapati author Gourav Datta author Peter Anthony Beerel author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-lawcat 10.18653/v1/2025.findings-emnlp.1138 https://aclanthology.org/2025.findings-emnlp.1138/ 2025-11 20865 20881 Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarks Eileen Pan author Anna Seo Gyeong Choi author Maartje Ter Hoeve author Skyler Seto author Allison Koenecke author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pan-etal-2025-analyzing 10.18653/v1/2025.findings-emnlp.1139 https://aclanthology.org/2025.findings-emnlp.1139/ 2025-11 20882 20893 TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling Jiahao Qiu author Yifu Lu author Yifan Zeng author Jiacheng Guo author Jiayi Geng author Chenhao Zhu author Xinzhe Juan author Ling Yang author Huazheng Wang author Kaixuan Huang author Yue Wu author Mengdi Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qiu-etal-2025-treebon 10.18653/v1/2025.findings-emnlp.1140 https://aclanthology.org/2025.findings-emnlp.1140/ 2025-11 20894 20917 CulturalFrames: Assessing Cultural Expectation Alignment in Text-to-Image Models and Evaluation Metrics Shravan Nayak author Mehar Bhatia author Xiaofeng Zhang author Verena Rieser author Lisa Anne Hendricks author Sjoerd Van Steenkiste author Yash Goyal author Karolina Stanczak author Aishwarya Agrawal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nayak-etal-2025-culturalframes 10.18653/v1/2025.findings-emnlp.1141 https://aclanthology.org/2025.findings-emnlp.1141/ 2025-11 20918 20953 Decoupled Proxy Alignment: Mitigating Language Prior Conflict for Multimodal Alignment in MLLMs Chenkun Tan author Pengyu Wang author Shaojun Zhou author Botian Jiang author Zhaowei Li author Dong Zhang author Xinghao Wang author Yaqian Zhou author Xipeng Qiu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tan-etal-2025-decoupled 10.18653/v1/2025.findings-emnlp.1142 https://aclanthology.org/2025.findings-emnlp.1142/ 2025-11 20954 20970 Riemannian Optimization for LoRA on the Stiefel Manifold JuneYoung Park author Minjae Kang author Seongbae Lee author Haegang Lee author Seongwan Kim author Jaeho Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 park-etal-2025-riemannian 10.18653/v1/2025.findings-emnlp.1143 https://aclanthology.org/2025.findings-emnlp.1143/ 2025-11 20971 20985 How Real Are Synthetic Therapy Conversations? Evaluating Fidelity in Prolonged Exposure Dialogues Suhas Bn author Dominik O Mattioli author Andrew M Sherrill author Rosa I Arriaga author Christopher Wiese author Saeed Abdullah author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bn-etal-2025-real 10.18653/v1/2025.findings-emnlp.1144 https://aclanthology.org/2025.findings-emnlp.1144/ 2025-11 20986 20995 Large Language Models for Controllable Multi-property Multi-objective Molecule Optimization Vishal Dey author Xiao Hu author Xia Ning author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 dey-etal-2025-large 10.18653/v1/2025.findings-emnlp.1145 https://aclanthology.org/2025.findings-emnlp.1145/ 2025-11 20996 21023 Measuring Lexical Diversity of Synthetic Data Generated through Fine-Grained Persona Prompting Gauri Kambhatla author Chantal Shaib author Venkata S Govindarajan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kambhatla-etal-2025-measuring 10.18653/v1/2025.findings-emnlp.1146 https://aclanthology.org/2025.findings-emnlp.1146/ 2025-11 21024 21033 Beyond Function-Level Search: Repository-Aware Dual-Encoder Code Retrieval with Adversarial Verification Aofan Liu author Song Shiyuan author Haoxuan Li author Cehao Yang author Yiyan Qi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-beyond-function 10.18653/v1/2025.findings-emnlp.1147 https://aclanthology.org/2025.findings-emnlp.1147/ 2025-11 21034 21049 Watermark under Fire: A Robustness Evaluation of LLM Watermarking Jiacheng Liang author Zian Wang author Spencer Hong author Shouling Ji author Ting Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liang-etal-2025-watermark 10.18653/v1/2025.findings-emnlp.1148 https://aclanthology.org/2025.findings-emnlp.1148/ 2025-11 21050 21074 PEPE: Long-context Extension for Large Language Models via Periodic Extrapolation Positional Encodings Jikun Hu author Dongsheng Guo author Yuli Liu author Qingyao Ai author Lixuan Wang author Xuebing Sun author Qilei Zhang author Quan Zhou author Cheng Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-pepe 10.18653/v1/2025.findings-emnlp.1149 https://aclanthology.org/2025.findings-emnlp.1149/ 2025-11 21075 21085 Beyond Self-Reports: Multi-Observer Agents for Personality Assessment in Large Language Models Yin Jou Huang author Rafik Hadfi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-hadfi-2025-beyond 10.18653/v1/2025.findings-emnlp.1150 https://aclanthology.org/2025.findings-emnlp.1150/ 2025-11 21086 21101 Controlled Retrieval-augmented Context Evaluation for Long-form RAG Jia-Huei Ju author Suzan Verberne author Maarten de Rijke author Andrew Yates author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ju-etal-2025-controlled 10.18653/v1/2025.findings-emnlp.1151 https://aclanthology.org/2025.findings-emnlp.1151/ 2025-11 21102 21121 Humanity’s Last Code Exam: Can Advanced LLMs Conquer Human’s Hardest Code Competition? Xiangyang Li author Xiaopeng Li author Kuicai Dong author Zhangquanhu author Rongju Ruan author Xinyi Dai author Yasheng Wang author Ruiming Tang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-humanitys 10.18653/v1/2025.findings-emnlp.1152 https://aclanthology.org/2025.findings-emnlp.1152/ 2025-11 21122 21137 False Friends Are Not Foes: Investigating Vocabulary Overlap in Multilingual Language Models Julie Kallini author Dan Jurafsky author Christopher Potts author Martijn Bartelds author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kallini-etal-2025-false 10.18653/v1/2025.findings-emnlp.1153 https://aclanthology.org/2025.findings-emnlp.1153/ 2025-11 21138 21154 Rule-Guided Extraction: A Hierarchical Rule Optimization Framework for Document-Level Event Argument Extraction Yue Zuo author Yuxiao Fei author Wanting Ning author Jiayi Huang author Yubo Feng author Lishuang Li author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zuo-etal-2025-rule 10.18653/v1/2025.findings-emnlp.1154 https://aclanthology.org/2025.findings-emnlp.1154/ 2025-11 21155 21171 SOPL: A Sequential Optimal Learning Approach to Automated Prompt Engineering in Large Language Models Shuyang Wang author Somayeh Moazeni author Diego Klabjan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-sopl 10.18653/v1/2025.findings-emnlp.1155 https://aclanthology.org/2025.findings-emnlp.1155/ 2025-11 21172 21185 CLIP-UP: A Simple and Efficient Mixture-of-Experts CLIP Training Recipe with Sparse Upcycling Xinze Wang author Chen Chen author Yinfei Yang author Hong-You Chen author Bowen Zhang author Aditya Pal author Xiangxin Zhu author Xianzhi Du author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-clip 10.18653/v1/2025.findings-emnlp.1156 https://aclanthology.org/2025.findings-emnlp.1156/ 2025-11 21186 21200 A Category-Theoretic Approach to Neural-Symbolic Task Planning with Bidirectional Search Shuhui Qu author Jie Wang author Kincho Law author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qu-etal-2025-category 10.18653/v1/2025.findings-emnlp.1157 https://aclanthology.org/2025.findings-emnlp.1157/ 2025-11 21201 21225 HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models Trishna Chakraborty author Udita Ghosh author Xiaopan Zhang author Fahim Faisal Niloy author Yue Dong author Jiachen Li author Amit Roy-Chowdhury author Chengyu Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chakraborty-etal-2025-heal 10.18653/v1/2025.findings-emnlp.1158 https://aclanthology.org/2025.findings-emnlp.1158/ 2025-11 21226 21243 Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics Reza Sanayei author Srdjan Vesic author Eduardo Blanco author Mihai Surdeanu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sanayei-etal-2025-llms 10.18653/v1/2025.findings-emnlp.1159 https://aclanthology.org/2025.findings-emnlp.1159/ 2025-11 21244 21262 How Jailbreak Defenses Work and Ensemble? A Mechanistic Investigation Zhuohan Long author Siyuan Wang author Shujun Liu author Yuhang Lai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 long-etal-2025-jailbreak 10.18653/v1/2025.findings-emnlp.1160 https://aclanthology.org/2025.findings-emnlp.1160/ 2025-11 21263 21290 Visual Self-Refinement for Autoregressive Models Jiamian Wang author Ziqi Zhou author Chaithanya Kumar Mummadi author Sohail Dianat author Majid Rabbani author Raghuveer Rao author Chen Qiu author Zhiqiang Tao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-visual 10.18653/v1/2025.findings-emnlp.1161 https://aclanthology.org/2025.findings-emnlp.1161/ 2025-11 21291 21300 Retrieval-Augmented Language Models are Mimetic Theorem Provers Wenjie Yang author Ruiyuan Huang author Jiaxing Guo author Zicheng Lyu author Tongshan Xu author Shengzhong Zhang author Lun Du author Da Zheng author Zengfeng Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-retrieval 10.18653/v1/2025.findings-emnlp.1162 https://aclanthology.org/2025.findings-emnlp.1162/ 2025-11 21301 21313 LORE: Continual Logit Rewriting Fosters Faithful Generation Charles Yu author Qingyun Wang author Yuting Hu author Jinjun Xiong author Heng Ji author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-lore 10.18653/v1/2025.findings-emnlp.1163 https://aclanthology.org/2025.findings-emnlp.1163/ 2025-11 21314 21328 PRINCIPLES: Synthetic Strategy Memory for Proactive Dialogue Agents Namyoung Kim author Kai Tzu-iunn Ong author Yeonjun Hwang author Minseok Kang author Iiseo Jihn author Gayoung Kim author Minju Kim author Jinyoung Yeo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-principles 10.18653/v1/2025.findings-emnlp.1164 https://aclanthology.org/2025.findings-emnlp.1164/ 2025-11 21329 21368 SLM-Bench: A Comprehensive Benchmark of Small Language Models on Environmental Impacts Nghiem Thanh Pham author Tung Kieu author Duc Manh Nguyen author Son Ha Xuan author Nghia Duong-Trung author Danh Le-Phuoc author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pham-etal-2025-slm 10.18653/v1/2025.findings-emnlp.1165 https://aclanthology.org/2025.findings-emnlp.1165/ 2025-11 21369 21392 A Decoupled Multi-Agent Framework for Complex Text Style Transfer Lingxi Zhang author Yu-Neng Chuang author Guanchu Wang author Ruixiang Tang author Xuanting Cai author Rajesh Shenoy author Xia Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-decoupled 10.18653/v1/2025.findings-emnlp.1166 https://aclanthology.org/2025.findings-emnlp.1166/ 2025-11 21393 21403 Mamba Drafters for Speculative Decoding Daewon Choi author Seunghyuk Oh author Saket Dingliwal author Jihoon Tack author Kyuyoung Kim author Woomin Song author Seojin Kim author Insu Han author Jinwoo Shin author Aram Galstyan author Shubham Katiyar author Sravan Babu Bodapati author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choi-etal-2025-mamba 10.18653/v1/2025.findings-emnlp.1167 https://aclanthology.org/2025.findings-emnlp.1167/ 2025-11 21404 21418 LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via a Hybrid Architecture Xidong Wang author Dingjie Song author Shunian Chen author Junying Chen author Zhenyang Cai author Chen Zhang author Lichao Sun author Benyou Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-longllava 10.18653/v1/2025.findings-emnlp.1168 https://aclanthology.org/2025.findings-emnlp.1168/ 2025-11 21419 21436 Think Clearly: Improving Reasoning via Redundant Token Pruning Daewon Choi author Jimin Lee author Jihoon Tack author Woomin Song author Saket Dingliwal author Sai Muralidhar Jayanthi author Bhavana Ganesh author Jinwoo Shin author Aram Galstyan author Sravan Babu Bodapati author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choi-etal-2025-think 10.18653/v1/2025.findings-emnlp.1169 https://aclanthology.org/2025.findings-emnlp.1169/ 2025-11 21437 21451 A Systematic Survey of Claim Verification: Corpora, Systems, and Case Studies Zhaxi Zerong author Chenxi Li author Xinyi Liu author Ju-hui Chen author Fei Xia author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zerong-etal-2025-systematic 10.18653/v1/2025.findings-emnlp.1170 https://aclanthology.org/2025.findings-emnlp.1170/ 2025-11 21452 21474 Automated Creativity Evaluation for Large Language Models: A Reference-Based Approach Ruizhe Li author Chiwei Zhu author Benfeng Xu author Xiaorui Wang author Zhendong Mao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-automated-creativity 10.18653/v1/2025.findings-emnlp.1171 https://aclanthology.org/2025.findings-emnlp.1171/ 2025-11 21475 21488 LangProBe: a Language Program Benchmark Shangyin Tan author Lakshya A Agrawal author Arnav Singhvi author Liheng Lai author Michael J Ryan author Dan Klein author Omar Khattab author Koushik Sen author Matei Zaharia author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tan-etal-2025-langprobe 10.18653/v1/2025.findings-emnlp.1172 https://aclanthology.org/2025.findings-emnlp.1172/ 2025-11 21489 21509 Exploring and Detecting Self-disclosure in Multi-modal posts on Chinese Social Media Jingbao Luo author Ming Liu author Aoli Huo author Fujing Hu author Gang Li author Wupeng Njust author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 luo-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.1173 https://aclanthology.org/2025.findings-emnlp.1173/ 2025-11 21510 21527 MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language Model Sumin Ha author Jun Hyeong Kim author Yinhua Piao author Changyun Cho author Sun Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ha-etal-2025-mv 10.18653/v1/2025.findings-emnlp.1174 https://aclanthology.org/2025.findings-emnlp.1174/ 2025-11 21528 21549 Mind the Style Gap: Meta-Evaluation of Style and Attribute Transfer Metrics Amalie Brogaard Pauli author Isabelle Augenstein author Ira Assent author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pauli-etal-2025-mind 10.18653/v1/2025.findings-emnlp.1175 https://aclanthology.org/2025.findings-emnlp.1175/ 2025-11 21550 21564 ExtremeAIGC: Benchmarking LMM Vulnerability to AI-Generated Extremist Content Bhavik Chandna author Mariam Aboujenane author Usman Naseem author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chandna-etal-2025-extremeaigc 10.18653/v1/2025.findings-emnlp.1176 https://aclanthology.org/2025.findings-emnlp.1176/ 2025-11 21565 21579 Data Augmentation for Maltese NLP using Transliterated and Machine Translated Arabic Data Kurt Micallef author Nizar Habash author Claudia Borg author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 micallef-etal-2025-data 10.18653/v1/2025.findings-emnlp.1177 https://aclanthology.org/2025.findings-emnlp.1177/ 2025-11 21580 21590 Do LLMs Align Human Values Regarding Social Biases? Judging and Explaining Social Biases with LLMs Yang Liu author Chenhui Chu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-chu-2025-llms 10.18653/v1/2025.findings-emnlp.1178 https://aclanthology.org/2025.findings-emnlp.1178/ 2025-11 21591 21628 CoEx – Co-evolving World-model and Exploration Minsoo Kim author Seung-won Hwang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-hwang-2025-coex 10.18653/v1/2025.findings-emnlp.1179 https://aclanthology.org/2025.findings-emnlp.1179/ 2025-11 21629 21651 BrainLoc: Brain Signal-Based Object Detection with Multi-modal Alignment Jiaqi Duan author Xiaoda Yang author Kaixuan Luan author Hongshun Qiu author Weicai Yan author Xueyi Zhang author Youliang Zhang author Zhaoyang Li author Donglin Huang author JunYu Lu author Ziyue Jiang author Xifeng Yang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 duan-etal-2025-brainloc 10.18653/v1/2025.findings-emnlp.1180 https://aclanthology.org/2025.findings-emnlp.1180/ 2025-11 21652 21662 PVTNL: Prompting Vision Transformers with Natural Language for Generalizable Person Re-identification Wangning author Lei Xie author Sanglu Lu author Shiwei Gan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wangning-etal-2025-pvtnl 10.18653/v1/2025.findings-emnlp.1181 https://aclanthology.org/2025.findings-emnlp.1181/ 2025-11 21663 21674 RingFormer: Rethinking Recurrent Transformer with Adaptive Level Signals Jaemu Heo author Eldor Fozilov author Hyunmin Song author Taehwan Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 heo-etal-2025-ringformer 10.18653/v1/2025.findings-emnlp.1182 https://aclanthology.org/2025.findings-emnlp.1182/ 2025-11 21675 21686 TriSPrompt: A Hierarchical Soft Prompt Model for Multimodal Rumor Detection with Incomplete Modalities Jiajun Chen author Yangyang Wu author Xiaoye Miao author Mengying Zhu author Meng Xi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-trisprompt 10.18653/v1/2025.findings-emnlp.1183 https://aclanthology.org/2025.findings-emnlp.1183/ 2025-11 21687 21699 Evaluating Uncertainty Quantification Methods in Argumentative Large Language Models Kevin Zhou author Adam Dejl author Gabriel Freedman author Lihu Chen author Antonio Rago author Francesca Toni author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhou-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.1184 https://aclanthology.org/2025.findings-emnlp.1184/ 2025-11 21700 21711 CLAIMCHECK: How Grounded are LLM Critiques of Scientific Papers? Jiefu Ou author William Walden author Kate Sanders author Zhengping Jiang author Kaiser Sun author Jeffrey Cheng author William Jurayj author Miriam Wanner author Shaobo Liang author Candice Morgan author Seunghoon Han author Weiqi Wang author Chandler May author Hannah Recknor author Daniel Khashabi author Benjamin Van Durme author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ou-etal-2025-claimcheck 10.18653/v1/2025.findings-emnlp.1185 https://aclanthology.org/2025.findings-emnlp.1185/ 2025-11 21712 21735 From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection Junbao Huang author Weizhen Li author Peijie Huang author Yuhong Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 huang-etal-2025-noise 10.18653/v1/2025.findings-emnlp.1186 https://aclanthology.org/2025.findings-emnlp.1186/ 2025-11 21736 21746 Improving Language Model Personas via Rationalization with Psychological Scaffolds Brihi Joshi author Xiang Ren author Swabha Swayamdipta author Rik Koncel-Kedziorski author Tim Paek author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 joshi-etal-2025-improving 10.18653/v1/2025.findings-emnlp.1187 https://aclanthology.org/2025.findings-emnlp.1187/ 2025-11 21747 21770 KBM: Delineating Knowledge Boundary for Adaptive Retrieval in Large Language Models Zhen Zhang author Xinyu Wang author Yong Jiang author Zile Qiao author Zhuo Chen author Guangyu Li author Feiteng Mu author Mengting Hu author Pengjun Xie author Fei Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-kbm 10.18653/v1/2025.findings-emnlp.1188 https://aclanthology.org/2025.findings-emnlp.1188/ 2025-11 21771 21782 TABARD: A Novel Benchmark for Tabular Anomaly Analysis, Reasoning and Detection Manan Roy Choudhury author Anirudh Iyengar Kaniyar Narayana Iyengar author Shikhhar Siingh author Sugeeth Puranam author Vivek Gupta author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choudhury-etal-2025-tabard 10.18653/v1/2025.findings-emnlp.1189 https://aclanthology.org/2025.findings-emnlp.1189/ 2025-11 21783 21817 Aspect-based Sentiment Analysis via Synthetic Image Generation Ge Chen author Zhongqing Wang author Guodong Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-aspect 10.18653/v1/2025.findings-emnlp.1190 https://aclanthology.org/2025.findings-emnlp.1190/ 2025-11 21818 21829 IntrEx: A Dataset for Modeling Engagement in Educational Conversations Xingwei Tan author Mahathi Parvatham author Chiara Gambi author Gabriele Pergola author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tan-etal-2025-intrex 10.18653/v1/2025.findings-emnlp.1191 https://aclanthology.org/2025.findings-emnlp.1191/ 2025-11 21830 21845 Bridging the Capability Gap: Joint Alignment Tuning for Harmonizing LLM-based Multi-Agent Systems Minghang Zhu author Zhengliang Shi author Zhiwei Xu author Shiguang Wu author Lingjie Wang author Pengjie Ren author Zhaochun Ren author Zhumin Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhu-etal-2025-bridging 10.18653/v1/2025.findings-emnlp.1192 https://aclanthology.org/2025.findings-emnlp.1192/ 2025-11 21846 21861 Safety Through Reasoning: An Empirical Study of Reasoning Guardrail Models Makesh Narsimhan Sreedhar author Traian Rebedea author Christopher Parisien author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sreedhar-etal-2025-safety 10.18653/v1/2025.findings-emnlp.1193 https://aclanthology.org/2025.findings-emnlp.1193/ 2025-11 21862 21880 Context-Aware Reasoning On Parametric Knowledge for Inferring Causal Variables Ivaxi Sheth author Sahar Abdelnabi author Mario Fritz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sheth-etal-2025-context 10.18653/v1/2025.findings-emnlp.1194 https://aclanthology.org/2025.findings-emnlp.1194/ 2025-11 21881 21918 LoRE-Merging: Exploring Low-Rank Estimation For Large Language Model Merging Zehua Liu author Han Wu author Yuxuan Yao author Xiaojin Fu author Ruifeng She author Xiongwei Han author Tao Zhong author Mingxuan Yuan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-lore 10.18653/v1/2025.findings-emnlp.1195 https://aclanthology.org/2025.findings-emnlp.1195/ 2025-11 21919 21926 Benchmarking Foundation Models with Retrieval-Augmented Generation in Olympic-Level Physics Problem Solving Shunfeng Zheng author Yudi Zhang author Meng Fang author Zihan Zhang author Zhitan Wu author Mykola Pechenizkiy author Ling Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zheng-etal-2025-benchmarking 10.18653/v1/2025.findings-emnlp.1196 https://aclanthology.org/2025.findings-emnlp.1196/ 2025-11 21927 21956 FiRST: Finetuning Router-Selective Transformers for Input-Adaptive Latency Reduction Akriti Jain author Saransh Sharma author Koyel Mukherjee author Soumyabrata Pal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jain-etal-2025-first-finetuning 10.18653/v1/2025.findings-emnlp.1197 https://aclanthology.org/2025.findings-emnlp.1197/ 2025-11 21957 21975 PolitiSky24: U.S. Political Bluesky Dataset with User Stance Labels Peyman Rostami author Vahid Rahimzadeh author Ali Adibi author Azadeh Shakery author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rostami-etal-2025-politisky24 10.18653/v1/2025.findings-emnlp.1198 https://aclanthology.org/2025.findings-emnlp.1198/ 2025-11 21976 21993 From Ground Trust to Truth: Disparities in Offensive Language Judgments on Contemporary Korean Political Discourse Seunguk Yu author JungMin Yun author Jinhee Jang author YoungBin Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-ground 10.18653/v1/2025.findings-emnlp.1199 https://aclanthology.org/2025.findings-emnlp.1199/ 2025-11 21994 22014 Misalignment Attack on Text-to-Image Models via Text Embedding Optimization and Inversion Zhijie Du author Daizong Liu author Pan Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 du-etal-2025-misalignment 10.18653/v1/2025.findings-emnlp.1200 https://aclanthology.org/2025.findings-emnlp.1200/ 2025-11 22015 22032 Domain Pre-training Impact on Representations Cesar Gonzalez-Gutierrez author Ariadna Quattoni author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gonzalez-gutierrez-quattoni-2025-domain 10.18653/v1/2025.findings-emnlp.1201 https://aclanthology.org/2025.findings-emnlp.1201/ 2025-11 22033 22049 KoACD: The First Korean Adolescent Dataset for Cognitive Distortion Analysis via Role-Switching Multi-LLM Negotiation Jun Seo Kim author Hye Hyeon Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-kim-2025-koacd 10.18653/v1/2025.findings-emnlp.1202 https://aclanthology.org/2025.findings-emnlp.1202/ 2025-11 22050 22078 Refined Assessment for Translation Evaluation: Rethinking Machine Translation Evaluation in the Era of Human-Level Systems Dmitry Popov author Vladislav Negodin author Ekaterina Enikeeva author Iana Matrosova author Nikolay Karpachev author Max Ryabinin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 popov-etal-2025-refined 10.18653/v1/2025.findings-emnlp.1203 https://aclanthology.org/2025.findings-emnlp.1203/ 2025-11 22079 22095 Pre-Storage Reasoning for Episodic Memory: Shifting Inference Burden to Memory for Personalized Dialogue Sangyeop Kim author Yohan Lee author Sanghwa Kim author Hyunjong Kim author Sungzoon Cho author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-pre 10.18653/v1/2025.findings-emnlp.1204 https://aclanthology.org/2025.findings-emnlp.1204/ 2025-11 22096 22113 Temporal Consistency for LLM Reasoning Process Error Identification Jiacheng Guo author Yue Wu author Jiahao Qiu author Kaixuan Huang author Xinzhe Juan author Ling Yang author Mengdi Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-temporal 10.18653/v1/2025.findings-emnlp.1205 https://aclanthology.org/2025.findings-emnlp.1205/ 2025-11 22114 22129 Quantifying Compositionality of Classic and State-of-the-Art Embeddings Zhijin Guo author Chenhao Xue author Zhaozhen Xu author Hongbo Bo author Yuxuan Ye author Janet B Pierrehumbert author Martha Lewis author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-quantifying 10.18653/v1/2025.findings-emnlp.1206 https://aclanthology.org/2025.findings-emnlp.1206/ 2025-11 22130 22146 Presumed Cultural Identity: How Names Shape LLM Responses Siddhesh Milind Pawar author Arnav Arora author Lucie-Aimée Kaffee author Isabelle Augenstein author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pawar-etal-2025-presumed 10.18653/v1/2025.findings-emnlp.1207 https://aclanthology.org/2025.findings-emnlp.1207/ 2025-11 22147 22172 I-GUARD: Interpretability-Guided Parameter Optimization for Adversarial Defense Mamta author Oana Cocarascu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mamta-cocarascu-2025-guard 10.18653/v1/2025.findings-emnlp.1208 https://aclanthology.org/2025.findings-emnlp.1208/ 2025-11 22173 22188 DecoupledESC: Enhancing Emotional Support Generation via Strategy-Response Decoupled Preference Optimization Chao Zhang author Xin Shi author Xueqiao Zhang author Yifan Zhu author Yi Yang author Yawei Luo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-decoupledesc 10.18653/v1/2025.findings-emnlp.1209 https://aclanthology.org/2025.findings-emnlp.1209/ 2025-11 22189 22215 Local Normalization Distortion and the Thermodynamic Formalism of Decoding Strategies for Large Language Models Tom Kempton author Stuart Burrell author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kempton-burrell-2025-local 10.18653/v1/2025.findings-emnlp.1210 https://aclanthology.org/2025.findings-emnlp.1210/ 2025-11 22216 22231 BRIT: Bidirectional Retrieval over Unified Image-Text Graph Ainulla Khan author Moyuru Yamada author Srinidhi Akella author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 khan-etal-2025-brit 10.18653/v1/2025.findings-emnlp.1211 https://aclanthology.org/2025.findings-emnlp.1211/ 2025-11 22232 22248 ReTAG: Retrieval-Enhanced, Topic-Augmented Graph-Based Global Sensemaking Boyoung Kim author Dosung Lee author Sumin An author Jinseong Jeong author Paul Hongsuck Seo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-retag 10.18653/v1/2025.findings-emnlp.1212 https://aclanthology.org/2025.findings-emnlp.1212/ 2025-11 22249 22277 Capturing Latent Modal Association For Multimodal Entity Alignment Yongquan Ji author Jingwei Cheng author Fu Zhang author Chenglong Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ji-etal-2025-capturing 10.18653/v1/2025.findings-emnlp.1213 https://aclanthology.org/2025.findings-emnlp.1213/ 2025-11 22278 22293 Explaining novel senses using definition generation with open language models Mariia Fedorova author Andrey Kutuzov author Francesco Periti author Yves Scherrer author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 fedorova-etal-2025-explaining 10.18653/v1/2025.findings-emnlp.1214 https://aclanthology.org/2025.findings-emnlp.1214/ 2025-11 22294 22302 Can Code-Switched Texts Activate a Knowledge Switch in LLMs? A Case Study on English-Korean Code-Switching Seoyeon Kim author Huiseo Kim author Chanjun Park author Jinyoung Yeo author Dongha Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-code 10.18653/v1/2025.findings-emnlp.1215 https://aclanthology.org/2025.findings-emnlp.1215/ 2025-11 22303 22327 Compositional Translation: A Novel LLM-based Approach for Low-resource Machine Translation Armel Randy Zebaze author Benoît Sagot author Rachel Bawden author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zebaze-etal-2025-compositional 10.18653/v1/2025.findings-emnlp.1216 https://aclanthology.org/2025.findings-emnlp.1216/ 2025-11 22328 22357 TopXGen: Topic-Diverse Parallel Data Generation for Low-Resource Machine Translation Armel Randy Zebaze author Benoît Sagot author Rachel Bawden author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zebaze-etal-2025-topxgen 10.18653/v1/2025.findings-emnlp.1217 https://aclanthology.org/2025.findings-emnlp.1217/ 2025-11 22358 22381 Fast, Not Fancy: Rethinking G2P with Rich Data and Statistical Models Mahta Fetrat Qharabagh author Zahra Dehghanian author Hamid R Rabiee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 qharabagh-etal-2025-fast 10.18653/v1/2025.findings-emnlp.1218 https://aclanthology.org/2025.findings-emnlp.1218/ 2025-11 22382 22408 Personalized open world plan generation for safety-critical human centered autonomous systems: A case study on Artificial Pancreas Ayan Banerjee author Sandeep Gupta author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 banerjee-gupta-2025-personalized 10.18653/v1/2025.findings-emnlp.1219 https://aclanthology.org/2025.findings-emnlp.1219/ 2025-11 22409 22422 CaMMT: Benchmarking Culturally Aware Multimodal Machine Translation Emilio Villa-Cueva author Sholpan Bolatzhanova author Diana Turmakhan author Kareem Elzeky author Henok Biadglign Ademtew author Alham Fikri Aji author Vladimir Araujo author Israel Abebe Azime author Jinheon Baek author Frederico Belcavello author Fermin Cristobal author Jan Christian Blaise Cruz author Mary Dabre author Raj Dabre author Toqeer Ehsan author Naome A Etori author Fauzan Farooqui author Jiahui Geng author Guido Ivetta author Thanmay Jayakumar author Soyeong Jeong author Zheng Wei Lim author Aishik Mandal author Sofía Martinelli author Mihail Minkov Mihaylov author Daniil Orel author Aniket Pramanick author Sukannya Purkayastha author Israfel Salazar author Haiyue Song author Tiago Timponi Torrent author Debela Desalegn Yadeta author Injy Hamed author Atnafu Lambebo Tonja author Thamar Solorio author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 villa-cueva-etal-2025-cammt 10.18653/v1/2025.findings-emnlp.1220 https://aclanthology.org/2025.findings-emnlp.1220/ 2025-11 22423 22441 Training Text-to-Molecule Models with Context-Aware Tokenization Seojin Kim author Hyeontae Song author Jaehyun Nam author Jinwoo Shin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-training 10.18653/v1/2025.findings-emnlp.1221 https://aclanthology.org/2025.findings-emnlp.1221/ 2025-11 22442 22460 Challenging the Evaluator: LLM Sycophancy Under User Rebuttal Sung Won Kim author Daniel Khashabi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-khashabi-2025-challenging 10.18653/v1/2025.findings-emnlp.1222 https://aclanthology.org/2025.findings-emnlp.1222/ 2025-11 22461 22478 Perspective-driven Preference Optimization with Entropy Maximization for Diverse Argument Generation Yilin Cao author Ruike Zhang author Penghui Wei author Qingchao Kong author Wenji Mao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cao-etal-2025-perspective 10.18653/v1/2025.findings-emnlp.1223 https://aclanthology.org/2025.findings-emnlp.1223/ 2025-11 22479 22496 Spoken Document Retrieval for an Unwritten Language: A Case Study on Gormati Sanjay Booshanam author Kelly Chen author Ondrej Klejch author Thomas Reitmaier author Dani Kalarikalayil Raju author Electra Wallington author Nina Markl author Jennifer Pearson author Matt Jones author Simon Robinson author Peter Bell author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 booshanam-etal-2025-spoken 10.18653/v1/2025.findings-emnlp.1224 https://aclanthology.org/2025.findings-emnlp.1224/ 2025-11 22497 22509 M-Help: Using Social Media Data to Detect Mental Health Help-Seeking Signals Msvpj Sathvik author Zuhair Hasan Shaik author Vivek Gupta author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sathvik-etal-2025-help 10.18653/v1/2025.findings-emnlp.1225 https://aclanthology.org/2025.findings-emnlp.1225/ 2025-11 22510 22520 Brittle Minds, Fixable Activations: Understanding Belief Representations in Language Models Matteo Bortoletto author Constantin Ruhdorfer author Lei Shi author Andreas Bulling author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bortoletto-etal-2025-brittle 10.18653/v1/2025.findings-emnlp.1226 https://aclanthology.org/2025.findings-emnlp.1226/ 2025-11 22521 22543 Golden Touchstone: A Comprehensive Bilingual Benchmark for Evaluating Financial Large Language Models Xiaojun Wu author Junxi Liu author Huan-Yi Su author Zhouchi Lin author Yiyan Qi author Chengjin Xu author Jiajun Su author Jiajie Zhong author Fuwei Wang author Saizhuo Wang author Fengrui Hua author Jia Li author Jian Guo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-golden 10.18653/v1/2025.findings-emnlp.1227 https://aclanthology.org/2025.findings-emnlp.1227/ 2025-11 22544 22560 Quantifying the Risks of LLM- and Tool-assisted Rephrasing to Linguistic Diversity Mengying Wang author Andreas Spitz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-spitz-2025-quantifying 10.18653/v1/2025.findings-emnlp.1228 https://aclanthology.org/2025.findings-emnlp.1228/ 2025-11 22561 22574 NUMINA: A Natural Understanding Benchmark for Multi-dimensional Intelligence and Numerical Reasoning Abilities Changyu Zeng author Yifan Wang author Zimu Wang author Wei Wang author Zhengni Yang author Muyi Bao author Jimin Xiao author Anh Nguyen author Yutao Yue author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zeng-etal-2025-numina 10.18653/v1/2025.findings-emnlp.1229 https://aclanthology.org/2025.findings-emnlp.1229/ 2025-11 22575 22590 MoMentS: A Comprehensive Multimodal Benchmark for Theory of Mind Emilio Villa-Cueva author S M Masrur Ahmed author Rendi Chevi author Jan Christian Blaise Cruz author Kareem Elzeky author Fermin Cristobal author Alham Fikri Aji author Skyler Wang author Rada Mihalcea author Thamar Solorio author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 villa-cueva-etal-2025-moments 10.18653/v1/2025.findings-emnlp.1230 https://aclanthology.org/2025.findings-emnlp.1230/ 2025-11 22591 22611 Code Like Humans: A Multi-Agent Solution for Medical Coding Andreas Geert Motzfeldt author Joakim Edin author Casper L Christensen author Christian Hardmeier author Lars Maaløe author Anna Rogers author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 motzfeldt-etal-2025-code 10.18653/v1/2025.findings-emnlp.1231 https://aclanthology.org/2025.findings-emnlp.1231/ 2025-11 22612 22627 Can Out-of-Distribution Evaluations Uncover Reliance on Prediction Shortcuts? A Case Study in Question Answering Michal Štefánik author Timothee Mickus author Michal Spiegel author Marek Kadlčík author Josef Kuchař author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 stefanik-etal-2025-distribution 10.18653/v1/2025.findings-emnlp.1232 https://aclanthology.org/2025.findings-emnlp.1232/ 2025-11 22628 22635 MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation Shoubin Yu author Yue Zhang author Ziyang Wang author Jaehong Yoon author Mohit Bansal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-mexa 10.18653/v1/2025.findings-emnlp.1233 https://aclanthology.org/2025.findings-emnlp.1233/ 2025-11 22636 22652 Lifelong Knowledge Editing requires Better Regularization Akshat Gupta author Phudish Prateepamornkul author Maochuan Lu author Ahmed Alaa author Thomas Hartvigsen author Gopala Anumanchipalli author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gupta-etal-2025-lifelong 10.18653/v1/2025.findings-emnlp.1234 https://aclanthology.org/2025.findings-emnlp.1234/ 2025-11 22653 22675 Lost in Embeddings: Information Loss in Vision–Language Models Wenyan Li author Raphael Tang author Chengzu Li author Caiqi Zhang author Ivan Vulić author Anders Søgaard author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-lost-embeddings 10.18653/v1/2025.findings-emnlp.1235 https://aclanthology.org/2025.findings-emnlp.1235/ 2025-11 22676 22693 Assessing the Role of Data Quality in Training Bilingual Language Models Skyler Seto author Maartje Ter Hoeve author Maureen de Seyssel author David Grangier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 seto-etal-2025-assessing 10.18653/v1/2025.findings-emnlp.1236 https://aclanthology.org/2025.findings-emnlp.1236/ 2025-11 22694 22720 DORM: Preference Data Weights Optimization for Reward Modeling in LLM Alignment Rongzhi Zhang author Chenwei Zhang author Xinyang Zhang author Liang Qiu author Haoming Jiang author Yuchen Zhuang author Qingru Zhang author Hyokun Yun author Xian Li author Bing Yin author Tuo Zhao author Chao Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-dorm 10.18653/v1/2025.findings-emnlp.1237 https://aclanthology.org/2025.findings-emnlp.1237/ 2025-11 22721 22739 Enhancing Domain-Specific Encoder Models with LLM-Generated Data: How to Leverage Ontologies, and How to Do Without Them Marc Felix Brinner author Tarek Al Mustafa author Sina Zarrieß author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 brinner-etal-2025-enhancing 10.18653/v1/2025.findings-emnlp.1238 https://aclanthology.org/2025.findings-emnlp.1238/ 2025-11 22740 22754 Aligning Dialogue Agents with Global Feedback via Large Language Model Multimodal Reward Decomposition Dong Won Lee author Hae Won Park author Cynthia Breazeal author Louis-Philippe Morency author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-aligning 10.18653/v1/2025.findings-emnlp.1239 https://aclanthology.org/2025.findings-emnlp.1239/ 2025-11 22755 22787 UrduFactCheck: An Agentic Fact-Checking Framework for Urdu with Evidence Boosting and Benchmarking Sarfraz Ahmad author Hasan Iqbal author Momina Ahsan author Numaan Naeem author Muhammad Ahsan Riaz Khan author Arham Riaz author Muhammad Arslan Manzoor author Yuxia Wang author Preslav Nakov author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ahmad-etal-2025-urdufactcheck 10.18653/v1/2025.findings-emnlp.1240 https://aclanthology.org/2025.findings-emnlp.1240/ 2025-11 22788 22802 Echoes of Agreement: Argument Driven Sycophancy in Large Language models Avneet Kaur author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kaur-2025-echoes 10.18653/v1/2025.findings-emnlp.1241 https://aclanthology.org/2025.findings-emnlp.1241/ 2025-11 22803 22812 Rethinking NLP for Chemistry: A Critical Look at the USPTO Benchmark Derin Ozer author Nicolas Gutowski author Benoit Da Mota author Thomas Cauchy author Sylvain Lamprier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ozer-etal-2025-rethinking 10.18653/v1/2025.findings-emnlp.1242 https://aclanthology.org/2025.findings-emnlp.1242/ 2025-11 22813 22825 Investigating Dictionary Expansion for Video-based Sign Language Dictionaries Aashaka Desai author Daniela Massiceti author Richard Ladner author Hal Daumé Iii author Danielle Bragg author Alex Xijie Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 desai-etal-2025-investigating 10.18653/v1/2025.findings-emnlp.1243 https://aclanthology.org/2025.findings-emnlp.1243/ 2025-11 22826 22841 From Insight to Exploit: Leveraging LLM Collaboration for Adaptive Adversarial Text Generation Najrin Sultana author Md Rafi Ur Rashid author Kang Gu author Shagufta Mehnaz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sultana-etal-2025-insight 10.18653/v1/2025.findings-emnlp.1244 https://aclanthology.org/2025.findings-emnlp.1244/ 2025-11 22842 22859 Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of Relevance Reza Esfandiarpoor author George Zerveas author Ruochen Zhang author Macton Mgonzo author Carsten Eickhoff author Stephen Bach author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 esfandiarpoor-etal-2025-beyond 10.18653/v1/2025.findings-emnlp.1245 https://aclanthology.org/2025.findings-emnlp.1245/ 2025-11 22860 22882 Instability in Downstream Task Performance During LLM Pretraining Yuto Nishida author Masaru Isonuma author Yusuke Oda author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nishida-etal-2025-instability 10.18653/v1/2025.findings-emnlp.1246 https://aclanthology.org/2025.findings-emnlp.1246/ 2025-11 22883 22895 A Comparison of Independent and Joint Fine-tuning Strategies for Retrieval-Augmented Generation Neal Gregory Lawton author Alfy Samuel author Anoop Kumar author Daben Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lawton-etal-2025-comparison 10.18653/v1/2025.findings-emnlp.1247 https://aclanthology.org/2025.findings-emnlp.1247/ 2025-11 22896 22904 mrCAD: Multimodal Communication to Refine Computer-aided Designs William P McCarthy author Saujas Vaduguru author Karl D.d. Willis author Justin Matejka author Judith E Fan author Daniel Fried author Yewen Pu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mccarthy-etal-2025-mrcad 10.18653/v1/2025.findings-emnlp.1248 https://aclanthology.org/2025.findings-emnlp.1248/ 2025-11 22905 22921 MOCHA: Are Code Language Models Robust Against Multi-Turn Malicious Coding Prompts? Muntasir Wahed author Xiaona Zhou author Kiet A Nguyen author Tianjiao Yu author Nirav Diwan author Gang Wang author Dilek Hakkani-Tür author Ismini Lourentzou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wahed-etal-2025-mocha 10.18653/v1/2025.findings-emnlp.1249 https://aclanthology.org/2025.findings-emnlp.1249/ 2025-11 22922 22948 How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on tau-bench Venkatesh Mishra author Amir Saeidi author Satyam Raj author Mutsumi Nakamura author Gaowen Liu author Ali Payani author Jayanth Srinivasa author Chitta Baral author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mishra-etal-2025-input 10.18653/v1/2025.findings-emnlp.1250 https://aclanthology.org/2025.findings-emnlp.1250/ 2025-11 22949 22972 Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and Prompts Xuyang Wu author Yuan Wang author Hsin-Tai Wu author Zhiqiang Tao author Yi Fang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.1251 https://aclanthology.org/2025.findings-emnlp.1251/ 2025-11 22973 22991 VIBE: Can a VLM Read the Room? Tania Chakraborty author Eylon Caplan author Dan Goldwasser author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chakraborty-etal-2025-vibe 10.18653/v1/2025.findings-emnlp.1252 https://aclanthology.org/2025.findings-emnlp.1252/ 2025-11 22992 23008 LoRATK: LoRA Once, Backdoor Everywhere in the Share-and-Play Ecosystem Hongyi Liu author Shaochen Zhong author Xintong Sun author Minghao Tian author Mohsen Hariri author Zirui Liu author Ruixiang Tang author Zhimeng Jiang author Jiayi Yuan author Yu-Neng Chuang author Li Li author Soo-Hyun Choi author Rui Chen author Vipin Chaudhary author Xia Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-loratk 10.18653/v1/2025.findings-emnlp.1253 https://aclanthology.org/2025.findings-emnlp.1253/ 2025-11 23009 23047 Pearl: A Multimodal Culturally-Aware Arabic Instruction Dataset Fakhraddin Alwajih author Samar M Magdy author Abdellah El Mekki author Omer Nacar author Youssef Nafea author Safaa Taher Abdelfadil author Abdulfattah Mohammed Yahya author Hamzah Luqman author Nada Almarwani author Samah Aloufi author Baraah Qawasmeh author Houdaifa Atou author Serry Sibaee author Hamzah A Alsayadi author Walid Al-Dhabyani author Maged S Al-shaibani author Aya El aatar author Nour Qandos author Rahaf Alhamouri author Samar Ahmad author Mohammed Anwar AL-Ghrawi author Aminetou Yacoub author Ruwa AbuHweidi author Vatimetou Mohamed Lemin author Reem Abdel-Salam author Ahlam Bashiti author Adel Ammar author Aisha Alansari author Ahmed Ashraf author Nora Alturayeif author Alcides Alcoba Inciarte author AbdelRahim A Elmadany author Mohamedou Cheikh Tourad author Ismail Berrada author Mustafa Jarrar author Shady Shehata author Muhammad Abdul-Mageed author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 alwajih-etal-2025-pearl 10.18653/v1/2025.findings-emnlp.1254 https://aclanthology.org/2025.findings-emnlp.1254/ 2025-11 23048 23079 Protein Large Language Models: A Comprehensive Survey Yijia Xiao author Wanjia Zhao author Junkai Zhang author Yiqiao Jin author Han Zhang author Zhicheng Ren author Renliang Sun author Haixin Wang author Guancheng Wan author Pan Lu author Xiao Luo author Yu Zhang author James Zou author Yizhou Sun author Wei Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xiao-etal-2025-protein 10.18653/v1/2025.findings-emnlp.1255 https://aclanthology.org/2025.findings-emnlp.1255/ 2025-11 23080 23103 MAKIEval: A Multilingual Automatic WiKidata-based Framework for Cultural Awareness Evaluation for LLMs Raoyuan Zhao author Beiduo Chen author Barbara Plank author Michael A Hedderich author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-makieval 10.18653/v1/2025.findings-emnlp.1256 https://aclanthology.org/2025.findings-emnlp.1256/ 2025-11 23104 23136 Looking Beyond the Pixels: Evaluating Visual Metaphor Understanding in VLMs Manishit Kundu author Sumit Shekhar author Pushpak Bhattacharyya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kundu-etal-2025-looking 10.18653/v1/2025.findings-emnlp.1257 https://aclanthology.org/2025.findings-emnlp.1257/ 2025-11 23137 23158 AGENTVIGIL: Automatic Black-Box Red-teaming for Indirect Prompt Injection against LLM Agents Zhun Wang author Vincent Siu author Zhe Ye author Tianneng Shi author Yuzhou Nie author Xuandong Zhao author Chenguang Wang author Wenbo Guo author Dawn Song author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-agentvigil 10.18653/v1/2025.findings-emnlp.1258 https://aclanthology.org/2025.findings-emnlp.1258/ 2025-11 23159 23172 Improving LLM-as-a-Judge Inference with the Judgment Distribution Victor Wang author Michael JQ Zhang author Eunsol Choi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-improving-llm-judge 10.18653/v1/2025.findings-emnlp.1259 https://aclanthology.org/2025.findings-emnlp.1259/ 2025-11 23173 23199 Learning Is Not A Race: Improving Retrieval in Language Models via Equal Learning Wanqian Yang author Aahlad Manas Puli author Rajesh Ranganath author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-learning-race 10.18653/v1/2025.findings-emnlp.1260 https://aclanthology.org/2025.findings-emnlp.1260/ 2025-11 23200 23211 The Prompt Makes the Person(a): A Systematic Evaluation of Sociodemographic Persona Prompting for Large Language Models Marlene Lutz author Indira Sen author Georg Ahnert author Elisa Rogers author Markus Strohmaier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lutz-etal-2025-prompt 10.18653/v1/2025.findings-emnlp.1261 https://aclanthology.org/2025.findings-emnlp.1261/ 2025-11 23212 23237 Spiral of Silence in Large Language Model Agents Mingze Zhong author Meng Fang author Zijing Shi author Yuxuan Huang author Shunfeng Zheng author Yali Du author Ling Chen author Jun Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhong-etal-2025-spiral 10.18653/v1/2025.findings-emnlp.1262 https://aclanthology.org/2025.findings-emnlp.1262/ 2025-11 23238 23253 Do We Know What LLMs Don’t Know? A Study of Consistency in Knowledge Probing Raoyuan Zhao author Abdullatif Köksal author Ali Modarressi author Michael A Hedderich author Hinrich Schuetze author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-know 10.18653/v1/2025.findings-emnlp.1263 https://aclanthology.org/2025.findings-emnlp.1263/ 2025-11 23254 23280 Context Length Alone Hurts LLM Performance Despite Perfect Retrieval Yufeng Du author Minyang Tian author Srikanth Ronanki author Subendhu Rongali author Sravan Babu Bodapati author Aram Galstyan author Azton Wells author Roy Schwartz author Eliu A Huerta author Hao Peng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 du-etal-2025-context 10.18653/v1/2025.findings-emnlp.1264 https://aclanthology.org/2025.findings-emnlp.1264/ 2025-11 23281 23298 DebUnc: Improving Large Language Model Agent Communication With Uncertainty Metrics Luke Yoffe author Alfonso Amayuelas author William Yang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yoffe-etal-2025-debunc 10.18653/v1/2025.findings-emnlp.1265 https://aclanthology.org/2025.findings-emnlp.1265/ 2025-11 23299 23315 ProcVQA: Benchmarking the Effects of Structural Properties in Mined Process Visualizations on Vision–Language Model Performance Kazi Tasnim Zinat author Saad Mohammad Abrar author Shoumik Saha author Sharmila Duppala author Saimadhav Naga Sakhamuri author Zhicheng Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zinat-etal-2025-procvqa 10.18653/v1/2025.findings-emnlp.1266 https://aclanthology.org/2025.findings-emnlp.1266/ 2025-11 23316 23348 Probing Political Ideology in Large Language Models: How Latent Political Representations Generalize Across Tasks Tianyi Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-2025-probing 10.18653/v1/2025.findings-emnlp.1267 https://aclanthology.org/2025.findings-emnlp.1267/ 2025-11 23349 23360 Understanding GUI Agent Localization Biases through Logit Sharpness Xingjian Tao author Yiwei Wang author Yujun Cai author Zhicheng Yang author Jing Tang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tao-etal-2025-understanding 10.18653/v1/2025.findings-emnlp.1268 https://aclanthology.org/2025.findings-emnlp.1268/ 2025-11 23361 23374 The Language of Interoception: Examining Embodiment and Emotion Through a Corpus of Body Part Mentions Sophie Wu author Jan Philip Wahle author Saif M Mohammad author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wu-etal-2025-language 10.18653/v1/2025.findings-emnlp.1269 https://aclanthology.org/2025.findings-emnlp.1269/ 2025-11 23375 23399 HomoGraphAdapter: A Homogeneous Graph Neural Network as an Effective Adapter for Vision-Language Models Chuan He author Zhuozhao Li author Song Guo author Xiaocheng Lu author Jinxiang Lai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 he-etal-2025-homographadapter 10.18653/v1/2025.findings-emnlp.1270 https://aclanthology.org/2025.findings-emnlp.1270/ 2025-11 23400 23414 No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery Xiaoxue Han author Pengfei Hu author Chang Lu author Jun-En Ding author Feng Liu author Yue Ning author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-black 10.18653/v1/2025.findings-emnlp.1271 https://aclanthology.org/2025.findings-emnlp.1271/ 2025-11 23415 23427 PROOD: A Simple LLM Out-of-Distribution Guardrail Leveraging Response Semantics Joshua Tint author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tint-2025-prood 10.18653/v1/2025.findings-emnlp.1272 https://aclanthology.org/2025.findings-emnlp.1272/ 2025-11 23428 23438 ICL-Bandit: Relevance Labeling in Advertisement Recommendation Systems via LLM Lu Wang author Chiming Duan author Pu Zhao author Fangkai Yang author Yong Shi author Xuefeng Luo author Bingjing Xu author Weiwei Deng author Qingwei Lin author Dongmei Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-icl 10.18653/v1/2025.findings-emnlp.1273 https://aclanthology.org/2025.findings-emnlp.1273/ 2025-11 23439 23449 Intent-aware Schema Generation and Refinement for Literature Review Tables Vishakh Padmakumar author Joseph Chee Chang author Kyle Lo author Doug Downey author Aakanksha Naik author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 padmakumar-etal-2025-intent 10.18653/v1/2025.findings-emnlp.1274 https://aclanthology.org/2025.findings-emnlp.1274/ 2025-11 23450 23472 NLP Needs Diversity outside of ‘Diversity’ Joshua Tint author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tint-2025-nlp 10.18653/v1/2025.findings-emnlp.1275 https://aclanthology.org/2025.findings-emnlp.1275/ 2025-11 23473 23479 Anatomy of a Feeling: Narrating Embodied Emotions via Large Vision-Language Models Mohammad Saim author Phan Anh Duong author Cat Luong author Aniket Bhanderi author Tianyu Jiang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 saim-etal-2025-anatomy 10.18653/v1/2025.findings-emnlp.1276 https://aclanthology.org/2025.findings-emnlp.1276/ 2025-11 23480 23495 Towards Universal Debiasing for Language Models-based Tabular Data Generation Tianchun Li author Tianci Liu author Xingchen Wang author Rongzhe Wei author Pan Li author Lu Su author Jing Gao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-towards-universal 10.18653/v1/2025.findings-emnlp.1277 https://aclanthology.org/2025.findings-emnlp.1277/ 2025-11 23496 23512 Beyond Linear Steering: Unified Multi-Attribute Control for Language Models Narmeen Fatimah Oozeer author Luke Marks author Fazl Barez author Amir Abdullah author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 oozeer-etal-2025-beyond 10.18653/v1/2025.findings-emnlp.1278 https://aclanthology.org/2025.findings-emnlp.1278/ 2025-11 23513 23557 Unequal Scientific Recognition in the Age of LLMs Yixuan Liu author Abel Elekes author Jianglin Lu author Rodrigo Dorantes-Gilardi author Albert-Laszlo Barabasi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-unequal 10.18653/v1/2025.findings-emnlp.1279 https://aclanthology.org/2025.findings-emnlp.1279/ 2025-11 23558 23568 Zero-Shot Fine-Grained Image Classification Using Large Vision-Language Models Md. Atabuzzaman author Andrew Zhang author Chris Thomas author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 atabuzzaman-etal-2025-zero 10.18653/v1/2025.findings-emnlp.1280 https://aclanthology.org/2025.findings-emnlp.1280/ 2025-11 23569 23582 Using tournaments to calculate AUROC for zero-shot classification with LLMs WonJin Yoon author Ian Bulovic author Timothy A Miller author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yoon-etal-2025-using 10.18653/v1/2025.findings-emnlp.1281 https://aclanthology.org/2025.findings-emnlp.1281/ 2025-11 23583 23591 Exploration-Driven Reinforcement Learning for Expert Routing Improvement in Mixture-of-Experts Language Models Gyunyeop Kim author Sangwoo Kang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-kang-2025-exploration 10.18653/v1/2025.findings-emnlp.1282 https://aclanthology.org/2025.findings-emnlp.1282/ 2025-11 23592 23605 D2CS - Documents Graph Clustering using LLM supervision Yoel Ashkenazi author Etzion Harari author Regev Yehezkel Imra author Naphtali Abudarham author Dekel Cohen author Yoram Louzoun author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ashkenazi-etal-2025-d2cs 10.18653/v1/2025.findings-emnlp.1283 https://aclanthology.org/2025.findings-emnlp.1283/ 2025-11 23606 23623 GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning Sahiti Yerramilli author Nilay Pande author Rynaa Grover author Jayant Sravan Tamarapalli author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yerramilli-etal-2025-geochain 10.18653/v1/2025.findings-emnlp.1284 https://aclanthology.org/2025.findings-emnlp.1284/ 2025-11 23624 23639 SteerVLM: Robust Model Control through Lightweight Activation Steering for Vision Language Models Anushka Sivakumar author Andrew Zhang author Zaber Ibn Abdul Hakim author Chris Thomas author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sivakumar-etal-2025-steervlm 10.18653/v1/2025.findings-emnlp.1285 https://aclanthology.org/2025.findings-emnlp.1285/ 2025-11 23640 23665 FractalLLM: Lossless Self-Speculative Decoding with Layer Embedded Self-Compression Juhyeong Kim author Sangyeon Yu author Gyunyeop Kim author Sangwoo Kang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kim-etal-2025-fractalllm 10.18653/v1/2025.findings-emnlp.1286 https://aclanthology.org/2025.findings-emnlp.1286/ 2025-11 23666 23673 Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models Ryan Solgi author Kai Zhen author Rupak Vignesh Swaminathan author Nathan Susanj author Athanasios Mouchtaris author Siegfried Kunzmann author Zheng Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 solgi-etal-2025-saten 10.18653/v1/2025.findings-emnlp.1287 https://aclanthology.org/2025.findings-emnlp.1287/ 2025-11 23674 23683 Third-Person Appraisal Agent: Simulating Human Emotional Reasoning in Text with Large Language Models Simin Hong author Jun Sun author Hongyang Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hong-etal-2025-third 10.18653/v1/2025.findings-emnlp.1288 https://aclanthology.org/2025.findings-emnlp.1288/ 2025-11 23684 23701 Source-primed Multi-turn Conversation Helps Large Language Models Translate Documents Hanxu Hu author Jannis Vamvas author Rico Sennrich author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hu-etal-2025-source 10.18653/v1/2025.findings-emnlp.1289 https://aclanthology.org/2025.findings-emnlp.1289/ 2025-11 23702 23712 Mitigating Spurious Correlations via Counterfactual Contrastive Learning Fengxiang Cheng author Chuan Zhou author Xiang Li author Alina Leidinger author Haoxuan Li author Mingming Gong author Fenrong Liu author Robert Van Rooij author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cheng-etal-2025-mitigating 10.18653/v1/2025.findings-emnlp.1290 https://aclanthology.org/2025.findings-emnlp.1290/ 2025-11 23713 23722 The RAG Paradox: A Black-Box Attack Exploiting Unintentional Vulnerabilities in Retrieval-Augmented Generation Systems Chanwoo Choi author Jinsoo Kim author Sukmin Cho author Soyeong Jeong author Buru Chang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choi-etal-2025-rag 10.18653/v1/2025.findings-emnlp.1291 https://aclanthology.org/2025.findings-emnlp.1291/ 2025-11 23723 23744 Guiding Large Language Models for Biomedical Entity Linking via Restrictive and Contrastive Decoding Zhenxi Lin author Ziheng Zhang author Jian Wu author Yefeng Zheng author Xian Wu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-guiding 10.18653/v1/2025.findings-emnlp.1292 https://aclanthology.org/2025.findings-emnlp.1292/ 2025-11 23745 23759 Cut the Deadwood Out: Backdoor Purification via Guided Module Substitution Yao Tong author Weijun Li author Xuanli He author Haolan Zhan author Qiongkai Xu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 tong-etal-2025-cut 10.18653/v1/2025.findings-emnlp.1293 https://aclanthology.org/2025.findings-emnlp.1293/ 2025-11 23760 23783 RepoDebug: Repository-Level Multi-Task and Multi-Language Debugging Evaluation of Large Language Models Jingjing Liu author Zeming Liu author Zihao Cheng author Mengliang He author Xiaoming Shi author Yuhang Guo author Xiangrong Zhu author Yuanfang Guo author Yunhong Wang author Haifeng Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-repodebug 10.18653/v1/2025.findings-emnlp.1294 https://aclanthology.org/2025.findings-emnlp.1294/ 2025-11 23784 23813 FaStFact: Faster, Stronger Long-Form Factuality Evaluations in LLMs Yingjia Wan author Haochen Tan author Xiao Zhu author Xinyu Zhou author Zhiwei Li author Qingsong Lv author Changxuan Sun author Jiaqi Zeng author Yi Xu author Jianqiao Lu author Yinhong Liu author Zhijiang Guo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wan-etal-2025-fastfact 10.18653/v1/2025.findings-emnlp.1295 https://aclanthology.org/2025.findings-emnlp.1295/ 2025-11 23814 23854 PropXplain: Can LLMs Enable Explainable Propaganda Detection? Maram Hasanain author Md Arid Hasan author Mohamed Bayan Kmainasi author Elisa Sartori author Ali Ezzat Shahroor author Giovanni Da San Martino author Firoj Alam author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hasanain-etal-2025-propxplain 10.18653/v1/2025.findings-emnlp.1296 https://aclanthology.org/2025.findings-emnlp.1296/ 2025-11 23855 23863 EoT: Evolution of Thoughts for Complex Reasoning Tasks Qin Hua author Jiaqi Sun author Shiyou Qian author Dingyu Yang author Jian Cao author Guangtao Xue author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 hua-etal-2025-eot 10.18653/v1/2025.findings-emnlp.1297 https://aclanthology.org/2025.findings-emnlp.1297/ 2025-11 23864 23886 Reveal and Release: Iterative LLM Unlearning with Self-generated Data Linxi Xie author Xin Teng author Shichang Ke author Hongyi Wen author Shenji Wan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xie-etal-2025-reveal 10.18653/v1/2025.findings-emnlp.1298 https://aclanthology.org/2025.findings-emnlp.1298/ 2025-11 23887 23899 An Evaluation Resource for Grounding Translation Errors Sujin Chen author Kang Wang author Zixuan Zhou author Xiangyu Duan author Wanqun Zhang author Hao Yang author Jinsong Su author Min Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-evaluation 10.18653/v1/2025.findings-emnlp.1299 https://aclanthology.org/2025.findings-emnlp.1299/ 2025-11 23900 23916 Enhancing Time Awareness in Generative Recommendation Sunkyung Lee author Seongmin Park author Jonghyo Kim author Mincheol Yoon author Jongwuk Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-enhancing 10.18653/v1/2025.findings-emnlp.1300 https://aclanthology.org/2025.findings-emnlp.1300/ 2025-11 23917 23933 Adaptive LLM Routing under Budget Constraints Pranoy Panda author Raghav Magazine author Chaitanya Devaguptapu author Sho Takemori author Vishal Sharma author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 panda-etal-2025-adaptive 10.18653/v1/2025.findings-emnlp.1301 https://aclanthology.org/2025.findings-emnlp.1301/ 2025-11 23934 23949 Promptception: How Sensitive Are Large Multimodal Models to Prompts? Mohamed Insaf Ismithdeen author Muhammad Uzair Khattak author Salman Khan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ismithdeen-etal-2025-promptception 10.18653/v1/2025.findings-emnlp.1302 https://aclanthology.org/2025.findings-emnlp.1302/ 2025-11 23950 23985 Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation Wenkai Guo author Xuefeng Liu author Haolin Wang author Jianwei Niu author Shaojie Tang author Jing Yuan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-federated 10.18653/v1/2025.findings-emnlp.1303 https://aclanthology.org/2025.findings-emnlp.1303/ 2025-11 23986 24013 Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments Qingyu Lu author Liang Ding author Siyi Cao author Xuebo Liu author Kanjian Zhang author Jinxia Zhang author Dacheng Tao author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lu-etal-2025-runaway 10.18653/v1/2025.findings-emnlp.1304 https://aclanthology.org/2025.findings-emnlp.1304/ 2025-11 24014 24027 AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance Labels Lei Li author Xiangxu Zhang author Xiao Zhou author Zheng Liu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-automir 10.18653/v1/2025.findings-emnlp.1305 https://aclanthology.org/2025.findings-emnlp.1305/ 2025-11 24028 24047 RG-VQA: Leveraging Retriever-Generator Pipelines for Knowledge Intensive Visual Question Answering Settaluri Lakshmi Sravanthi author Pulkit Agarwal author Debjyoti Mondal author Rituraj Singh author Subhadarshi Panda author Ankit Mishra author Kiran Pradeep author Srihari K B author Godawari Sudhakar Rao author Pushpak Bhattacharyya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sravanthi-etal-2025-rg 10.18653/v1/2025.findings-emnlp.1306 https://aclanthology.org/2025.findings-emnlp.1306/ 2025-11 24048 24060 Enhancing RAG Efficiency with Adaptive Context Compression Shuyu Guo author Shuo Zhang author Zhaochun Ren author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 guo-etal-2025-enhancing 10.18653/v1/2025.findings-emnlp.1307 https://aclanthology.org/2025.findings-emnlp.1307/ 2025-11 24061 24076 Revealing the impact of synthetic native samples and multi-tasking strategies in Hindi-English code-mixed humour and sarcasm detection Debajyoti Mazumder author Aakash Kumar author Jasabanta Patro author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 mazumder-etal-2025-revealing 10.18653/v1/2025.findings-emnlp.1308 https://aclanthology.org/2025.findings-emnlp.1308/ 2025-11 24077 24107 CogAtom: From Cognitive Atoms to Olympiad-level Mathematical Reasoning in Large Language Models Zhuofan Chen author Jiyuan He author Yichi Zhang author Xing Hu author Haoxing Wen author Jun Bai author Wenge Rong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-cogatom 10.18653/v1/2025.findings-emnlp.1309 https://aclanthology.org/2025.findings-emnlp.1309/ 2025-11 24108 24125 Efficient Latent Semantic Clustering for Scaling Test-Time Computation of LLMs Sungjae Lee author Hoyoung Kim author Jeongyeon Hwang author Eunhyeok Park author Jungseul Ok author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lee-etal-2025-efficient-latent 10.18653/v1/2025.findings-emnlp.1310 https://aclanthology.org/2025.findings-emnlp.1310/ 2025-11 24126 24144 BannerBench: Benchmarking Vision Language Models for Multi-Ad Selection with Human Preferences Hiroto Otake author Peinan Zhang author Yusuke Sakai author Masato Mita author Hiroki Ouchi author Taro Watanabe author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 otake-etal-2025-bannerbench 10.18653/v1/2025.findings-emnlp.1311 https://aclanthology.org/2025.findings-emnlp.1311/ 2025-11 24145 24159 DeKeyNLU: Enhancing Natural Language to SQL Generation through Task Decomposition and Keyword Extraction Jian Chen author Zhenyan Chen author Xuming Hu author Peilin Zhou author Yining Hua author Han Fang author Cissy Hing Yee Choy author Xinmei Ke author Jingfeng Luo author Zixuan Yuan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-dekeynlu 10.18653/v1/2025.findings-emnlp.1312 https://aclanthology.org/2025.findings-emnlp.1312/ 2025-11 24160 24176 Facilitating Cross-lingual Transfer of Empathy through Language-independent Latent Diffusion: A Case Study in Chinese Junlin Li author Peng Bo author Yu-Yin Hsu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-etal-2025-facilitating 10.18653/v1/2025.findings-emnlp.1313 https://aclanthology.org/2025.findings-emnlp.1313/ 2025-11 24177 24192 Evaluating Compound AI Systems through Behaviors, Not Benchmarks Pranav Bhagat author K N Ajay Shastry author Pranoy Panda author Chaitanya Devaguptapu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bhagat-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.1314 https://aclanthology.org/2025.findings-emnlp.1314/ 2025-11 24193 24222 SciCompanion: Graph-Grounded Reasoning for Structured Evaluation of Scientific Arguments Joshua Alan Flashner author Adithya Kulkarni author Dawei Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 flashner-etal-2025-scicompanion 10.18653/v1/2025.findings-emnlp.1315 https://aclanthology.org/2025.findings-emnlp.1315/ 2025-11 24223 24244 From Generation to Detection: A Multimodal Multi-Task Dataset for Benchmarking Health Misinformation Zhihao Zhang author Yiran Zhang author Xiyue Zhou author Liting Huang author Imran Razzak author Preslav Nakov author Usman Naseem author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-generation 10.18653/v1/2025.findings-emnlp.1316 https://aclanthology.org/2025.findings-emnlp.1316/ 2025-11 24245 24260 Estimating Machine Translation Difficulty Lorenzo Proietti author Stefano Perrella author Vilém Zouhar author Roberto Navigli author Tom Kocmi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 proietti-etal-2025-estimating 10.18653/v1/2025.findings-emnlp.1317 https://aclanthology.org/2025.findings-emnlp.1317/ 2025-11 24261 24285 TIU-Bench: A Benchmark for Evaluating Large Multimodal Models on Text-rich Image Understanding Kun Zhang author Liqiang Niu author Zhen Cao author Fandong Meng author Jie Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-tiu 10.18653/v1/2025.findings-emnlp.1318 https://aclanthology.org/2025.findings-emnlp.1318/ 2025-11 24286 24295 Breaking Token Into Concepts: Exploring Extreme Compression in Token Representation Via Compositional Shared Semantics Kavin R V author Pawan Goyal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 v-goyal-2025-breaking 10.18653/v1/2025.findings-emnlp.1319 https://aclanthology.org/2025.findings-emnlp.1319/ 2025-11 24296 24304 ExeSQL: Self-Taught Text-to-SQL Models with Execution-Driven Bootstrapping for SQL Dialects Jipeng Zhang author Haolin Yang author Kehao Miao author Ruiyuan Zhang author Renjie Pi author Jiahui Gao author Xiaofang Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-exesql 10.18653/v1/2025.findings-emnlp.1320 https://aclanthology.org/2025.findings-emnlp.1320/ 2025-11 24305 24326 Under the Shadow of Babel: How Language Shapes Reasoning in LLMs Chenxi Wang author Yixuan Zhang author Lang Gao author Zixiang Xu author Zirui Song author Yanbo Wang author Xiuying Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-shadow 10.18653/v1/2025.findings-emnlp.1321 https://aclanthology.org/2025.findings-emnlp.1321/ 2025-11 24327 24344 Think Right, Not More: Test-Time Scaling for Numerical Claim Verification Primakov Chungkham author Venktesh V author Vinay Setty author Avishek Anand author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chungkham-etal-2025-think 10.18653/v1/2025.findings-emnlp.1322 https://aclanthology.org/2025.findings-emnlp.1322/ 2025-11 24345 24363 Nexus: Adaptive Upcycling to Efficiently Pretrain Mixture of Experts Nikolas Gritsch author Qizhen Zhang author Acyr Locatelli author Sara Hooker author Ahmet Üstün author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gritsch-etal-2025-nexus 10.18653/v1/2025.findings-emnlp.1323 https://aclanthology.org/2025.findings-emnlp.1323/ 2025-11 24364 24381 Exploring Context Strategies in LLMs for Discourse-Aware Machine Translation Ritvik Choudhary author Rem Hida author Masaki Hamada author Hayato Futami author Toshiyuki Sekiya author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 choudhary-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.1324 https://aclanthology.org/2025.findings-emnlp.1324/ 2025-11 24382 24391 Insights into using temporal coordinated behaviour to explore connections between social media posts and influence Elisa Sartori author Serena Tardelli author Maurizio Tesconi author Mauro Conti author Alessandro Galeazzi author Stefano Cresci author Giovanni Da San Martino author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sartori-etal-2025-insights 10.18653/v1/2025.findings-emnlp.1325 https://aclanthology.org/2025.findings-emnlp.1325/ 2025-11 24392 24404 SpecCoT: Accelerating Chain-of-Thought Reasoning through Speculative Exploration Junhan Shi author Yijia Zhu author Zhenning Shi author Dan Zhao author Qing Li author Yong Jiang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 shi-etal-2025-speccot 10.18653/v1/2025.findings-emnlp.1326 https://aclanthology.org/2025.findings-emnlp.1326/ 2025-11 24405 24415 A Similarity Measure for Comparing Conversational Dynamics Sang Min Jung author Kaixiang Zhang author Cristian Danescu-Niculescu-Mizil author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jung-etal-2025-similarity 10.18653/v1/2025.findings-emnlp.1327 https://aclanthology.org/2025.findings-emnlp.1327/ 2025-11 24416 24447 AgentDrug: Utilizing Large Language Models in an Agentic Workflow for Zero-Shot Molecular Editing Khiem Le author Ting Hua author Nitesh V Chawla author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 le-etal-2025-agentdrug 10.18653/v1/2025.findings-emnlp.1328 https://aclanthology.org/2025.findings-emnlp.1328/ 2025-11 24448 24458 Improving Preference Alignment of LLM with Inference-Free Self-Refinement Fukun Ma author Kaibin Tian author Jieting Xue author Xiaoyi Wang author Ye Ma author Quan Chen author Peng Jiang author Lijie Wen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ma-etal-2025-improving 10.18653/v1/2025.findings-emnlp.1329 https://aclanthology.org/2025.findings-emnlp.1329/ 2025-11 24459 24473 Guaranteed Guess: A Language Modeling Approach for CISC-to-RISC Transpilation with Testing Guarantees Ahmed Heakl author Sarim Hashmi author Chaimaa Abi author Celine Lee author Abdulrahman Mahmoud author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 heakl-etal-2025-guaranteed 10.18653/v1/2025.findings-emnlp.1330 https://aclanthology.org/2025.findings-emnlp.1330/ 2025-11 24474 24488 StructuThink: Reasoning with Task Transition Knowledge for Autonomous LLM-Based Agents Haiyu Zhao author Zhenyu Guo author Chunhong Zhang author Ziyu Zhou author Zheng Hu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-structuthink 10.18653/v1/2025.findings-emnlp.1331 https://aclanthology.org/2025.findings-emnlp.1331/ 2025-11 24489 24506 Leveraging Unpaired Feedback for Long-Term LLM-based Recommendation Tuning Jizhi Zhang author Chongming Gao author Wentao Shi author Xin Chen author Jingang Wang author Xunliang Cai author Fuli Feng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-leveraging-unpaired 10.18653/v1/2025.findings-emnlp.1332 https://aclanthology.org/2025.findings-emnlp.1332/ 2025-11 24507 24521 Investigating Multi-layer Representations for Dense Passage Retrieval Zhongbin Xie author Thomas Lukasiewicz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xie-lukasiewicz-2025-investigating 10.18653/v1/2025.findings-emnlp.1333 https://aclanthology.org/2025.findings-emnlp.1333/ 2025-11 24522 24536 KELE: Residual Knowledge Erasure for Enhanced Multi-hop Reasoning in Knowledge Editing Mengqi Zhang author Bowen Fang author Qiang Liu author Xiaotian Ye author Shu Wu author Pengjie Ren author Zhumin Chen author Liang Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-kele 10.18653/v1/2025.findings-emnlp.1334 https://aclanthology.org/2025.findings-emnlp.1334/ 2025-11 24537 24552 Dissecting Persona-Driven Reasoning in Language Models via Activation Patching Ansh Poonia author Maeghal Jain author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 poonia-jain-2025-dissecting 10.18653/v1/2025.findings-emnlp.1335 https://aclanthology.org/2025.findings-emnlp.1335/ 2025-11 24553 24566 PUER: Boosting Few-shot Positive-Unlabeled Entity Resolution with Reinforcement Learning Yaoshu Wang author Mengyi Yan author Wei Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-puer 10.18653/v1/2025.findings-emnlp.1336 https://aclanthology.org/2025.findings-emnlp.1336/ 2025-11 24567 24579 Toward the Automatic Detection of Word Meaning Negotiation Indicators in Conversation Aina Garí Soler author Matthieu Labeau author Chloé Clavel author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gari-soler-etal-2025-toward 10.18653/v1/2025.findings-emnlp.1337 https://aclanthology.org/2025.findings-emnlp.1337/ 2025-11 24580 24596 Forget the Unneeded: Backdooring Large Language Models via Contrastive-enhanced Machine Unlearning Shiji Yang author Shu Zhao author Congyao Mei author Zhen Yang author Jie Chen author Fulan Qian author Zhen Duan author Yanping Zhang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-forget 10.18653/v1/2025.findings-emnlp.1338 https://aclanthology.org/2025.findings-emnlp.1338/ 2025-11 24597 24607 Equipping Retrieval-Augmented Large Language Models with Document Structure Awareness Lingnan Xu author Chong Feng author Kaiyuan Zhang author Liu Zhengyong author Wenqiang Xu author Fanqing Meng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 xu-etal-2025-equipping 10.18653/v1/2025.findings-emnlp.1339 https://aclanthology.org/2025.findings-emnlp.1339/ 2025-11 24608 24631 QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering Woojun Jung author Junyeong Kim author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jung-kim-2025-qeva 10.18653/v1/2025.findings-emnlp.1340 https://aclanthology.org/2025.findings-emnlp.1340/ 2025-11 24632 24642 Thinking Before You Speak: A Proactive Test-time Scaling Approach Cong Liu author Wenchang Chai author Hejun Wu author Yan Pan author Pengxu Wei author Liang Lin author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 liu-etal-2025-thinking 10.18653/v1/2025.findings-emnlp.1341 https://aclanthology.org/2025.findings-emnlp.1341/ 2025-11 24643 24650 Do Before You Judge: Self-Reference as a Pathway to Better LLM Evaluation Wei-Hsiang Lin author Sheng-Lun Wei author Hen-Hsen Huang author Hsin-Hsi Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 lin-etal-2025-judge 10.18653/v1/2025.findings-emnlp.1342 https://aclanthology.org/2025.findings-emnlp.1342/ 2025-11 24651 24672 Beyond Content: How Grammatical Gender Shapes Visual Representation in Text-to-Image Models Muhammed Saeed author Shaina Raza author Ashmal Vayani author Muhammad Abdul-Mageed author Ali Emami author Shady Shehata author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 saeed-etal-2025-beyond 10.18653/v1/2025.findings-emnlp.1343 https://aclanthology.org/2025.findings-emnlp.1343/ 2025-11 24673 24695 ToolHaystack: Stress-Testing Tool-Augmented Language Models in Realistic Long-Term Interactions Beong-woo Kwak author Minju Kim author Dongha Lim author Hyungjoo Chae author Dongjin Kang author Sunghwan Kim author Dongil Yang author Jinyoung Yeo author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kwak-etal-2025-toolhaystack 10.18653/v1/2025.findings-emnlp.1344 https://aclanthology.org/2025.findings-emnlp.1344/ 2025-11 24696 24727 GraphCheck: Multipath Fact-Checking with Entity-Relationship Graphs Hyewon Jeon author Jay-Yoon Lee author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jeon-lee-2025-graphcheck 10.18653/v1/2025.findings-emnlp.1345 https://aclanthology.org/2025.findings-emnlp.1345/ 2025-11 24728 24745 FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline Parker Seegmiller author Kartik Mehta author Soumya Saha author Chenyang Tao author Shereen Oraby author Arpit Gupta author Tagyoung Chung author Mohit Bansal author Nanyun Peng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 seegmiller-etal-2025-flames 10.18653/v1/2025.findings-emnlp.1346 https://aclanthology.org/2025.findings-emnlp.1346/ 2025-11 24746 24766 POW: Political Overton Windows of Large Language Models Leif Azzopardi author Yashar Moshfeghi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 azzopardi-moshfeghi-2025-pow 10.18653/v1/2025.findings-emnlp.1347 https://aclanthology.org/2025.findings-emnlp.1347/ 2025-11 24767 24773 Columbo: Expanding Abbreviated Column Names for Tabular Data Using Large Language Models Ting Cai author Stephen Sheen author AnHai Doan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 cai-etal-2025-columbo 10.18653/v1/2025.findings-emnlp.1348 https://aclanthology.org/2025.findings-emnlp.1348/ 2025-11 24774 24792 RTTC: Reward-Guided Collaborative Test-Time Compute Juan Pablo Munoz author Jinjie Yuan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 munoz-yuan-2025-rttc 10.18653/v1/2025.findings-emnlp.1349 https://aclanthology.org/2025.findings-emnlp.1349/ 2025-11 24793 24809 AMANDA: Agentic Medical Knowledge Augmentation for Data-Efficient Medical Visual Question Answering Ziqing Wang author Chengsheng Mao author Xiaole Wen author Yuan Luo author Kaize Ding author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-amanda 10.18653/v1/2025.findings-emnlp.1350 https://aclanthology.org/2025.findings-emnlp.1350/ 2025-11 24810 24832 Mixed Signals: Decoding VLMs’ Reasoning and Underlying Bias in Vision-Language Conflict Pouya Pezeshkpour author Moin Aminnaseri author Estevam Hruschka author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 pezeshkpour-etal-2025-mixed 10.18653/v1/2025.findings-emnlp.1351 https://aclanthology.org/2025.findings-emnlp.1351/ 2025-11 24833 24848 Mitigating Hallucination in Large Vision-Language Models through Aligning Attention Distribution to Information Flow Jianfei Zhao author Feng Zhang author Xin Sun author Chong Feng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-mitigating 10.18653/v1/2025.findings-emnlp.1352 https://aclanthology.org/2025.findings-emnlp.1352/ 2025-11 24849 24863 OptiSeq: Ordering Examples On-The-Fly for In-Context Learning Rahul Atul Bhope author Praveen Venkateswaran author K R Jayaram author Vatche Isahagian author Vinod Muthusamy author Nalini Venkatasubramanian author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bhope-etal-2025-optiseq 10.18653/v1/2025.findings-emnlp.1353 https://aclanthology.org/2025.findings-emnlp.1353/ 2025-11 24864 24887 Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts Devvrat Joshi author Islem Rekik author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 joshi-rekik-2025-dependency 10.18653/v1/2025.findings-emnlp.1354 https://aclanthology.org/2025.findings-emnlp.1354/ 2025-11 24888 24897 DIPLomA: Efficient Adaptation of Instructed LLMs to Low-Resource Languages via Post-Training Delta Merging Ixak Sarasua author Ander Corral author Xabier Saralegi author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 antero-etal-2025-diploma 10.18653/v1/2025.findings-emnlp.1355 https://aclanthology.org/2025.findings-emnlp.1355/ 2025-11 24898 24912 Reliability Crisis of Reference-free Metrics for Grammatical Error Correction Takumi Goto author Yusuke Sakai author Taro Watanabe author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 goto-etal-2025-reliability 10.18653/v1/2025.findings-emnlp.1356 https://aclanthology.org/2025.findings-emnlp.1356/ 2025-11 24913 24926 Who Speaks Matters: Analysing the Influence of the Speaker’s Linguistic Identity on Hate Classification Ananya Malik author Kartik Sharma author Shaily Bhatt author Lynnette Hui Xian Ng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 malik-etal-2025-speaks 10.18653/v1/2025.findings-emnlp.1357 https://aclanthology.org/2025.findings-emnlp.1357/ 2025-11 24927 24937 Are LLMs Empathetic to All? Investigating the Influence of Multi-Demographic Personas on a Model’s Empathy Ananya Malik author Nazanin Sabri author Melissa M Karnaze author Mai ElSherief author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 malik-etal-2025-llms 10.18653/v1/2025.findings-emnlp.1358 https://aclanthology.org/2025.findings-emnlp.1358/ 2025-11 24938 24959 Active Learning for Multidialectal Arabic POS Tagging Diyam Akra author Mohammed Khalilia author Mustafa Jarrar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 akra-etal-2025-active 10.18653/v1/2025.findings-emnlp.1359 https://aclanthology.org/2025.findings-emnlp.1359/ 2025-11 24960 24973 Embedding-Free RAG Jessica Maghakian author Raunak Sinha author Max Schettewi author Gunkirat Kaur author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 maghakian-etal-2025-embedding 10.18653/v1/2025.findings-emnlp.1360 https://aclanthology.org/2025.findings-emnlp.1360/ 2025-11 24974 24985 Rating Roulette: Self-Inconsistency in LLM-As-A-Judge Frameworks Rajarshi Haldar author Julia Hockenmaier author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 haldar-hockenmaier-2025-rating 10.18653/v1/2025.findings-emnlp.1361 https://aclanthology.org/2025.findings-emnlp.1361/ 2025-11 24986 25004 Quantifying Uncertainty in Natural Language Explanations of Large Language Models for Question Answering Yangyi Li author Mengdi Huai author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-huai-2025-quantifying 10.18653/v1/2025.findings-emnlp.1362 https://aclanthology.org/2025.findings-emnlp.1362/ 2025-11 25005 25013 Real-World Summarization: When Evaluation Reaches Its Limits Patrícia Schmidtová author Ondrej Dusek author Saad Mahamood author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 schmidtova-etal-2025-real 10.18653/v1/2025.findings-emnlp.1363 https://aclanthology.org/2025.findings-emnlp.1363/ 2025-11 25014 25026 Open-DeBias: Toward Mitigating Open-Set Bias in Language Models Arti Rani author Shweta Singh author Nihar Ranjan Sahoo author Gaurav Kumar Nayak author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 rani-etal-2025-open 10.18653/v1/2025.findings-emnlp.1364 https://aclanthology.org/2025.findings-emnlp.1364/ 2025-11 25027 25051 SACL: Understanding and Combating Textual Bias in Code Retrieval with Semantic-Augmented Reranking and Localization Dhruv Gupta author Gayathri Ganesh Lakshmy author Yiqing Xie author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 gupta-etal-2025-sacl 10.18653/v1/2025.findings-emnlp.1365 https://aclanthology.org/2025.findings-emnlp.1365/ 2025-11 25052 25065 Jailbreak Distillation: Renewable Safety Benchmarking Jingyu Zhang author Ahmed Elgohary author Xiawei Wang author A S M Iftekhar author Ahmed Magooda author Benjamin Van Durme author Daniel Khashabi author Kyle Jackson author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-jailbreak 10.18653/v1/2025.findings-emnlp.1366 https://aclanthology.org/2025.findings-emnlp.1366/ 2025-11 25066 25089 Uncertainty-Aware Answer Selection for Improved Reasoning in Multi-LLM Systems Aakriti Agrawal author Rohith Aralikatti author Anirudh Satheesh author Souradip Chakraborty author Amrit Singh Bedi author Furong Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 agrawal-etal-2025-uncertainty 10.18653/v1/2025.findings-emnlp.1367 https://aclanthology.org/2025.findings-emnlp.1367/ 2025-11 25090 25098 GreekBarBench: A Challenging Benchmark for Free-Text Legal Reasoning and Citations Odysseas S Chlapanis author Dimitrios Galanis author Nikolaos Aletras author Ion Androutsopoulos author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chlapanis-etal-2025-greekbarbench 10.18653/v1/2025.findings-emnlp.1368 https://aclanthology.org/2025.findings-emnlp.1368/ 2025-11 25099 25119 Pi-SQL: Enhancing Text-to-SQL with Fine-Grained Guidance from Pivot Programming Languages Yongdong Chi author Hanqing Wang author Yun Chen author Yan Yang author Jian Yang author Zonghan Yang author Xiao Yan author Guanhua Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chi-etal-2025-pi 10.18653/v1/2025.findings-emnlp.1369 https://aclanthology.org/2025.findings-emnlp.1369/ 2025-11 25120 25144 RAC: Efficient LLM Factuality Correction with Retrieval Augmentation Changmao Li author Jeffrey Flanigan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 li-flanigan-2025-rac 10.18653/v1/2025.findings-emnlp.1370 https://aclanthology.org/2025.findings-emnlp.1370/ 2025-11 25145 25159 Does It Run and Is That Enough? Revisiting Text-to-Chart Generation with a Multi-Agent Approach James Ford author Anthony Rios author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ford-rios-2025-run 10.18653/v1/2025.findings-emnlp.1371 https://aclanthology.org/2025.findings-emnlp.1371/ 2025-11 25160 25173 GeLoRA: Geometric Adaptive Ranks For Efficient LoRA Fine-tuning Abdessalam Ed-dib author Zhanibek Datbayev author Amine M Aboussalah author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ed-dib-etal-2025-gelora 10.18653/v1/2025.findings-emnlp.1372 https://aclanthology.org/2025.findings-emnlp.1372/ 2025-11 25174 25196 Uncovering Scaling Laws for Large Language Models via Inverse Problems Arun Verma author Zhaoxuan Wu author Zijian Zhou author Xiaoqiang Lin author Zhiliang Chen author Rachael Hwee Ling Sim author Rui Qiao author Jingtan Wang author Nhung Bui author Xinyuan Niu author Wenyang Hu author Gregory Kang Ruey Lau author Zi-Yu Khoo author Zitong Zhao author Xinyi Xu author Apivich Hemachandra author See-Kiong Ng author Bryan Kian Hsiang Low author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 verma-etal-2025-uncovering 10.18653/v1/2025.findings-emnlp.1373 https://aclanthology.org/2025.findings-emnlp.1373/ 2025-11 25197 25211 UIPE: Enhancing LLM Unlearning by Removing Knowledge Related to Forgetting Targets Wenyu Wang author Mengqi Zhang author Xiaotian Ye author Zhaochun Ren author Pengjie Ren author Zhumin Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 wang-etal-2025-uipe 10.18653/v1/2025.findings-emnlp.1374 https://aclanthology.org/2025.findings-emnlp.1374/ 2025-11 25212 25227 FicSim: A Dataset for Multi-Faceted Semantic Similarity in Long-Form Fiction Natasha Johnson author Amanda Bertsch author Maria-Emil Deal author Emma Strubell author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 johnson-etal-2025-ficsim 10.18653/v1/2025.findings-emnlp.1375 https://aclanthology.org/2025.findings-emnlp.1375/ 2025-11 25228 25246 Masked Diffusion Captioning for Visual Feature Learning Chao Feng author Zihao Wei author Andrew Owens author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 feng-etal-2025-masked 10.18653/v1/2025.findings-emnlp.1376 https://aclanthology.org/2025.findings-emnlp.1376/ 2025-11 25247 25263 Diverse Multi-tool Aggregation with Large Language Models for Enhanced Math Reasoning Bohan Yao author Vikas Yadav author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yao-yadav-2025-diverse 10.18653/v1/2025.findings-emnlp.1377 https://aclanthology.org/2025.findings-emnlp.1377/ 2025-11 25264 25282 Enhancing Goal-oriented Proactive Dialogue Systems via Dynamic Multi-dimensional Consistency Optimization Didi Zhang author Yaxin Fan author Peifeng Li author Qiaoming Zhu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-enhancing-goal-oriented 10.18653/v1/2025.findings-emnlp.1378 https://aclanthology.org/2025.findings-emnlp.1378/ 2025-11 25283 25296 Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey Zirui Song author Bin Yan author Yuhan Liu author Miao Fang author Mingzhe Li author Rui Yan author Xiuying Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 song-etal-2025-injecting 10.18653/v1/2025.findings-emnlp.1379 https://aclanthology.org/2025.findings-emnlp.1379/ 2025-11 25297 25311 Who’s the Author? How Explanations Impact User Reliance in AI-Assisted Authorship Attribution Calvin Bao author Connor Baumler author Hal Daumé Iii author Marine Carpuat author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 bao-etal-2025-whos 10.18653/v1/2025.findings-emnlp.1380 https://aclanthology.org/2025.findings-emnlp.1380/ 2025-11 25312 25330 UniSpeaker: A Unified Approach for Multimodality-driven Speaker Generation Zhengyan Sheng author Zhihao Du author Heng Lu author ShiLiang Zhang author Zhen-Hua Ling author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sheng-etal-2025-unispeaker 10.18653/v1/2025.findings-emnlp.1381 https://aclanthology.org/2025.findings-emnlp.1381/ 2025-11 25331 25346 On the Fine-Grained Planning Abilities of VLM Web Agents Surgan Jandial author Yinong Oliver Wang author Andrea Bajcsy author Fernando De la Torre author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jandial-etal-2025-fine 10.18653/v1/2025.findings-emnlp.1382 https://aclanthology.org/2025.findings-emnlp.1382/ 2025-11 25347 25380 InterFeedback: Unveiling Interactive Intelligence of Large Multimodal Models with Human Feedback Henry Hengyuan Zhao author Wenqi Pei author Yifei Tao author Haiyang Mei author Mike Zheng Shou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhao-etal-2025-interfeedback 10.18653/v1/2025.findings-emnlp.1383 https://aclanthology.org/2025.findings-emnlp.1383/ 2025-11 25381 25400 ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning Jiazhou Ji author Xinru Lu author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ji-lu-2025-reflair 10.18653/v1/2025.findings-emnlp.1384 https://aclanthology.org/2025.findings-emnlp.1384/ 2025-11 25401 25413 ControlText: Unlocking Controllable Fonts in Multilingual Text Rendering without Font Annotations Bowen Jiang author Yuan Yuan author Xinyi Bai author Zhuoqun Hao author Alyson Yin author Yaojie Hu author Wenyu Liao author Lyle Ungar author Camillo Jose Taylor author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 jiang-etal-2025-controltext 10.18653/v1/2025.findings-emnlp.1385 https://aclanthology.org/2025.findings-emnlp.1385/ 2025-11 25414 25425 STA-CoT: Structured Target-Centric Agentic Chain-of-Thought for Consistent Multi-Image Geological Reasoning Beibei Yu author Tao Shen author Ling Chen author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yu-etal-2025-sta 10.18653/v1/2025.findings-emnlp.1386 https://aclanthology.org/2025.findings-emnlp.1386/ 2025-11 25426 25444 Can Language Models Follow Multiple Turns of Entangled Instructions? Chi Han author Xin Liu author Haodong Wang author Shiyang Li author Jingfeng Yang author Haoming Jiang author Zhengyang Wang author Qingyu Yin author Liang Qiu author Changlong Yu author Yifan Gao author Zheng Li author Bing Yin author Jingbo Shang author Heng Ji author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 han-etal-2025-language 10.18653/v1/2025.findings-emnlp.1387 https://aclanthology.org/2025.findings-emnlp.1387/ 2025-11 25445 25460 How to Generalize the Detection of AI-Generated Text: Confounding Neurons Claudio Borile author Carlo Abrate author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 borile-abrate-2025-generalize 10.18653/v1/2025.findings-emnlp.1388 https://aclanthology.org/2025.findings-emnlp.1388/ 2025-11 25461 25476 SparsePO: Controlling Preference Alignment of LLMs via Sparse Token Masks Fenia Christopoulou author Ronald Cardenas author Gerasimos Lampouras author Haitham Bou Ammar author Jun Wang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 christopoulou-etal-2025-sparsepo 10.18653/v1/2025.findings-emnlp.1389 https://aclanthology.org/2025.findings-emnlp.1389/ 2025-11 25477 25503 We Argue to Agree: Towards Personality-Driven Argumentation-Based Negotiation Dialogue Systems for Tourism Priyanshu Priya author Saurav Dudhate author Desai Vishesh Yasheshbhai author Asif Ekbal author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 priya-etal-2025-argue 10.18653/v1/2025.findings-emnlp.1390 https://aclanthology.org/2025.findings-emnlp.1390/ 2025-11 25504 25536 Towards the Roots of the Negation Problem: A Multilingual NLI Dataset and Model Scaling Analysis Tereza Vrabcová author Marek Kadlčík author Petr Sojka author Michal Štefánik author Michal Spiegel author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 vrabcova-etal-2025-towards 10.18653/v1/2025.findings-emnlp.1391 https://aclanthology.org/2025.findings-emnlp.1391/ 2025-11 25537 25551 Improving the Language Understanding Capabilities of Large Language Models Using Reinforcement Learning Sai Ashish Somayajula author Bokai Hu author Qi Cao author Xin Pan author Pengtao Xie author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 somayajula-etal-2025-improving 10.18653/v1/2025.findings-emnlp.1392 https://aclanthology.org/2025.findings-emnlp.1392/ 2025-11 25552 25567 HATECAT-TR: A Hate Speech Span Detection and Categorization Dataset for Turkish Hasan Kerem Şeker author Gökçe Uludoğan author Pelin Önal author Arzucan Özgür author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 seker-etal-2025-hatecat 10.18653/v1/2025.findings-emnlp.1393 https://aclanthology.org/2025.findings-emnlp.1393/ 2025-11 25568 25579 DM-Codec: Distilling Multimodal Representations for Speech Tokenization Md Mubtasim Ahasan author Md Fahim author Tasnim Mohiuddin author Akmmahbubur Rahman author Aman Chadha author Tariq Iqbal author M Ashraful Amin author Md Mofijul Islam author Amin Ahsan Ali author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 ahasan-etal-2025-dm 10.18653/v1/2025.findings-emnlp.1394 https://aclanthology.org/2025.findings-emnlp.1394/ 2025-11 25580 25602 LCAN: A Label-Aware Contrastive Attention Network for Multi-Intent Recognition and Slot Filling in Task-Oriented Dialogue Systems Shuli Zhang author Zhiqiang You author Xiao Xiang Qi author Peng Liu author Gaode Wu author Kan Xia author Shenguang Huang author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-lcan 10.18653/v1/2025.findings-emnlp.1395 https://aclanthology.org/2025.findings-emnlp.1395/ 2025-11 25603 25612 Low-Resource Languages LLM Disinformation is Within Reach: The Case of Walliserdeutsch Andrei Kucharavy author Sherine Seppey author Cyril Vallez author Dimitri Percia David author Ljiljana Dolamic author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 kucharavy-etal-2025-low 10.18653/v1/2025.findings-emnlp.1396 https://aclanthology.org/2025.findings-emnlp.1396/ 2025-11 25613 25625 Exploring and Controlling Diversity in LLM-Agent Conversation KuanChao Chu author Yi-Pei Chen author Hideki Nakayama author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chu-etal-2025-exploring 10.18653/v1/2025.findings-emnlp.1397 https://aclanthology.org/2025.findings-emnlp.1397/ 2025-11 25626 25644 Agentic-ToM: Cognition-Inspired Agentic Processing For Enhancing Theory of Mind Reasoning Sneheel Sarangi author Chetan Talele author Hanan Salam author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 sarangi-etal-2025-agentic 10.18653/v1/2025.findings-emnlp.1398 https://aclanthology.org/2025.findings-emnlp.1398/ 2025-11 25645 25661 Can We Edit LLMs for Long-Tail Biomedical Knowledge? Xinhao Yi author Jake Lever author Kevin Bryson author Zaiqiao Meng author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yi-etal-2025-edit 10.18653/v1/2025.findings-emnlp.1399 https://aclanthology.org/2025.findings-emnlp.1399/ 2025-11 25662 25679 GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning Guizhen Chen author Weiwen Xu author Hao Zhang author Hou Pong Chan author Deli Zhao author Anh Tuan Luu author Yu Rong author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 chen-etal-2025-geopqa 10.18653/v1/2025.findings-emnlp.1400 https://aclanthology.org/2025.findings-emnlp.1400/ 2025-11 25680 25688 CM-Align: Consistency-based Multilingual Alignment for Large Language Models Xue Zhang author Yunlong Liang author Fandong Meng author Songming Zhang author Yufeng Chen author Jinan Xu author Jie Zhou author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 zhang-etal-2025-cm 10.18653/v1/2025.findings-emnlp.1401 https://aclanthology.org/2025.findings-emnlp.1401/ 2025-11 25689 25702 Cache Saver: A Modular Framework for Efficient, Affordable, and Reproducible LLM Inference Nearchos Potamitis author Lars Henning Klein author Bardia Mohammadi author Chongyang Xu author Attreyee Mukherjee author Niket Tandon author Laurent Bindschaedler author Akhil Arora author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 potamitis-etal-2025-cache 10.18653/v1/2025.findings-emnlp.1402 https://aclanthology.org/2025.findings-emnlp.1402/ 2025-11 25703 25724 Evaluating Cultural Knowledge and Reasoning in LLMs Through Persian Allusions Melika Nobakhtian author Yadollah Yaghoobzadeh author Mohammad Taher Pilehvar author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 nobakhtian-etal-2025-evaluating 10.18653/v1/2025.findings-emnlp.1403 https://aclanthology.org/2025.findings-emnlp.1403/ 2025-11 25725 25737 Evolving Stances on Reproducibility: A Longitudinal Study of NLP and ML Researchers’ Views and Experience of Reproducibility Craig Thomson author Ehud Reiter author João Sedoc author Anya Belz author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 thomson-etal-2025-evolving 10.18653/v1/2025.findings-emnlp.1404 https://aclanthology.org/2025.findings-emnlp.1404/ 2025-11 25738 25760 KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration Yajing Yang author Tony Deng author Min-Yen Kan author 2025-11 text Findings of the Association for Computational Linguistics: EMNLP 2025 Christos Christodoulopoulos editor Tanmoy Chakraborty editor Carolyn Rose editor Violet Peng editor Association for Computational Linguistics Suzhou, China conference publication 979-8-89176-335-7 yang-etal-2025-kahan 10.18653/v1/2025.findings-emnlp.1405 https://aclanthology.org/2025.findings-emnlp.1405/ 2025-11 25761 25785