Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026

Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor 2026-11 Association for Computational Linguistics Hengqin, China text conference publication 979-8-89176-444-6 findings-2026-aacl https://aclanthology.org/2026.findings-aacl.0/ YUE-PUB: A Cantonese Pragmatic Understanding Benchmark Chengyan Wu author Ziwei Gong author Jinzhi Chen author Mengmeng Su author Yun Xue author Bolei Ma author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wu-etal-2026-yue https://aclanthology.org/2026.findings-aacl.1/ 2026-11 1 22 Beyond Bilingual Transfer: Multilingual Code-Switching in Instruction Tuning Shunta Asano author Jeonghun Baek author Toshihiko Yamasaki author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 asano-etal-2026-beyond https://aclanthology.org/2026.findings-aacl.2/ 2026-11 23 34 ECQL: An Executable Benchmark for Auditable Corpus Query Semantic Parsing Yuxi Zheng author Yeqing Liu author Ziming Zhou author Xiaodong Wang author Yongwei Zhang author Jingsong Yu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zheng-etal-2026-ecql https://aclanthology.org/2026.findings-aacl.3/ 2026-11 35 44 Investigating Learner-Aware Design of LLM-Generated Educational Feedback Momoka Furuhashi author Kouta Nakayama author Noboru Kawai author Takashi Kodama author Saku Sugawara author Kyosuke Takami author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 furuhashi-etal-2026-investigating https://aclanthology.org/2026.findings-aacl.4/ 2026-11 45 73 Extended-SVD Low-Rank Adaptation: PLORA for Parameter-Efficient Fine-Tuning Ratan Kumar Gulipilli author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 gulipilli-2026-extended https://aclanthology.org/2026.findings-aacl.5/ 2026-11 74 93 Improving the Evaluation of Biomedical Question Answering with Few Human Preference Signals Shakila Mahjabin Tonni author Xiang Dai author Sarvnaz Karimi author Xiaomei Li author Samuel C Andrew author Stephen Wan author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 tonni-etal-2026-improving https://aclanthology.org/2026.findings-aacl.6/ 2026-11 94 115 Beyond Factual Accuracy: A Benchmark for Evaluating Perspective Alignment in LLMs Sunghoon Kim author Sangyeop Kim author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kim-kim-2026-beyond https://aclanthology.org/2026.findings-aacl.7/ 2026-11 116 139 Multi-Signal Interpretability Identifies Task-Critical Circuits for Efficient Model Compression Srikar Vardhan Mangadoddi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 mangadoddi-2026-multi https://aclanthology.org/2026.findings-aacl.8/ 2026-11 140 154 Multilinguality after Quantization: Low-Bits, Calibration Languages, Mixed-Precisions, and Cross-Linguality Muhammad Rafif Priyo Waskito author Alfan Farizki Wicaksono author Alham Fikri Aji author Haryo Akbarianto Wibowo author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 waskito-etal-2026-multilinguality https://aclanthology.org/2026.findings-aacl.9/ 2026-11 155 180 A Systematic Analysis of Linguistic Features in AI-Generated English Text Detection Across Domains and Models Yassir El Attar author Esra Dönmez author Maximilian Maurer author Agnieszka Falenska author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 el-attar-etal-2026-systematic https://aclanthology.org/2026.findings-aacl.10/ 2026-11 181 208 Can LLMs Write Reliable Rubrics? A Meta-Evaluation for Experiment Reproduction Hanhua Hong author Yizhi LI author Jiaoyan Chen author Luu Gia Huy author Sophia Ananiadou author Jung-jae Kim author Chenghua Lin author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hong-etal-2026-llms https://aclanthology.org/2026.findings-aacl.11/ 2026-11 209 226 Are Language Models Script-Aware? David Kletz author Sandra Mitrovic author Ljiljana Dolamic author Fabio Rinaldi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kletz-etal-2026-language https://aclanthology.org/2026.findings-aacl.12/ 2026-11 227 243 PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents Zikang Liu author Junyi Li author Xin Zhao author Dawei Gao author Yaliang Li author Ji-Rong Wen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 liu-etal-2026-pal https://aclanthology.org/2026.findings-aacl.13/ 2026-11 244 256 A Character-Level Neural Approach to Sinhala Sandhi Splitting Yasas Ekanayaka author Deshan Sumanathilaka author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ekanayaka-sumanathilaka-2026-character https://aclanthology.org/2026.findings-aacl.14/ 2026-11 257 266 WAON: A Large-Scale Japanese Image-Text Dataset for Cultural Adaptation in Contrastive Vision-Language Models Issa Sugiura author Shuhei Kurita author Yusuke Oda author Daisuke Kawahara author Yasuo Okabe author Naoaki Okazaki author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sugiura-etal-2026-waon https://aclanthology.org/2026.findings-aacl.15/ 2026-11 267 280 Grounded Revision vs. Prior Injection: Probing Retrieval-Augmented Patent Claim Amendment Josepha Michiko Leo author Hyun-seok Min author Yehoon Jang author Irvan Zidny author Jin-Woo Chung author Sungchul Choi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 leo-etal-2026-grounded https://aclanthology.org/2026.findings-aacl.16/ 2026-11 281 299 PLAUSIEVE:A Distribution Based Framework for Measuring Model Belief Beyond Logits Arghodeep Nandi author Tanmoy Chakraborty author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 nandi-chakraborty-2026-plausieve https://aclanthology.org/2026.findings-aacl.17/ 2026-11 300 328 Thinking Silently for Patent Claim Generation Lekang Jiang author Wenjun Sun author Stefan Goetz author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 jiang-etal-2026-thinking https://aclanthology.org/2026.findings-aacl.18/ 2026-11 329 341 Judging the judge: Can LLMs track attitude-holders in predicates of personal taste? Yan Cong author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 cong-2026-judging https://aclanthology.org/2026.findings-aacl.19/ 2026-11 342 349 Useful Diversity or Hallucinated Variety? Persona-Conditioned Synthetic Query Generation for E-Commerce Search Filippos Ventirozos author Tom Armitage author Mahmoud Oshagh author Peter A Appleby author Matthew Shardlow author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ventirozos-etal-2026-useful https://aclanthology.org/2026.findings-aacl.20/ 2026-11 350 368 Think When Unsure: Leveraging Model Confidence to Decide When to Use Chain-of-Thought Samuel Lewis-Lim author Xingwei Tan author Zhixue Zhao author Nikolaos Aletras author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lewis-lim-etal-2026-think https://aclanthology.org/2026.findings-aacl.21/ 2026-11 369 396 Improving Multimodal Contrastive Learning of Sentence Embeddings with Object-Phrase Alignment Kaiyan Zhao author Zhongtao Miao author Yoshimasa Tsuruoka author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhao-etal-2026-improving https://aclanthology.org/2026.findings-aacl.22/ 2026-11 397 404 CIL: Causal-Intervention and LLM-Synergized Multimodal Fake News Detection Hongjie Wang author Hongyu Chen author Peilin Jiang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-etal-2026-cil https://aclanthology.org/2026.findings-aacl.23/ 2026-11 405 414 Does Continued Pretraining on a Learner Corpus Improve Automated Essay Scoring on English Proficiency Tests? Evidence from EFCAMDAT Duy Anh Nguyen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 nguyen-2026-continued https://aclanthology.org/2026.findings-aacl.24/ 2026-11 415 431 MuSe-MI: A Framework for Assessing Multi-Session Motivational Interviewing with AI-Generated Patients Topaz Freizeit author Moreah Zisquit author Kai Golan Hashiloni author Chaitze Tavens author Doron Friedman author Kfir Bar author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 freizeit-etal-2026-muse https://aclanthology.org/2026.findings-aacl.25/ 2026-11 432 478 Do LLMs Understand Context? A Knowledge Graph-Based Evaluation Framework Subavarshana Arumugam author Mamta Nallaretnam author Kithuni Wickramasinghe author Chamath Gunapala author Pragatheeswaran Vipulanandan author Kamal Premaratne author Uthayasanker Thayasivam author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 arumugam-etal-2026-llms https://aclanthology.org/2026.findings-aacl.26/ 2026-11 479 492 SelfGrader: LLM Jailbreak Detection via Anchored Token-Level Logits Zikai Zhang author Rui Hu author Olivera Kotevska author Jiahao Xu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-etal-2026-selfgrader https://aclanthology.org/2026.findings-aacl.27/ 2026-11 493 523 Self-Routing RAG: Binding Selective Retrieval with Knowledge Verbalization Di Wu author Jia-Chen Gu author Kai-Wei Chang author Nanyun Peng author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wu-etal-2026-self https://aclanthology.org/2026.findings-aacl.28/ 2026-11 524 545 Towards Low-Resource Manchu Text Generation: Corpus Construction and Multi-Granularity Augmentation Meiqi Wang author Zhiyong Xu author Xiaoxin Sun author Ruixin Yu author Zhiyong Guo author Zifan Wang author Shuqi You author Siyu Liu author Xiayu Qin author Suhua Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-etal-2026-towards-low https://aclanthology.org/2026.findings-aacl.29/ 2026-11 546 559 PeMA-KGQA: A Multi-Agent LLM Framework for Persian Knowledge Graph Question Answering Kimia Hosseini author Mohammad Hosseini author Saeedeh Momtazi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hosseini-etal-2026-pema https://aclanthology.org/2026.findings-aacl.30/ 2026-11 560 579 Code-Prompt: Evaluating Code-LLMs for Natural Language Tasks via Code Aligned Prompts Yuxuan Chen author Philippe Thomas author Robert Oehring author Felix Krenzien author Sebastian Möller author Roland Roller author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-code https://aclanthology.org/2026.findings-aacl.31/ 2026-11 580 604 Evaluating Multi-Dimensional Generalization of Large Language Models in Temporal Extraction Tasks Fahmid Shahriar Iqbal author Ritam Dutt author Soumitra Das author Arnav Verma author Sagnik Ray Choudhury author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 iqbal-etal-2026-evaluating https://aclanthology.org/2026.findings-aacl.32/ 2026-11 605 629 Mechanistically Understanding and Mitigating the Anchoring Effect in LLMs via Attention Head Intervention Yoshiki Takenami author Yin Jou Huang author Yugo Murawaki author Koh Takeuchi author Chenhui Chu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 takenami-etal-2026-mechanistically https://aclanthology.org/2026.findings-aacl.33/ 2026-11 630 644 Beyond Top Words: MonoTM for Topic Modeling with Interpretable Monosemantic Features Una Joh author Bei Yu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 joh-yu-2026-beyond https://aclanthology.org/2026.findings-aacl.34/ 2026-11 645 682 Measuring Iterative Temporal Reasoning with Time Puzzles Zhengxiang Wang author Zeyu Dong author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-dong-2026-measuring https://aclanthology.org/2026.findings-aacl.35/ 2026-11 683 694 Anthropogenic Regional Adaptation in Multimodal Vision-Language Model Samuel Cahyawijaya author Peerat Limkonchotiwat author Tack Hwa Wong author Carlos Rafael Catalan author Manuel Antonio Rufino author Hitesh Laxmichand Patel author Amit Agarwal author Muhammad Reza Qorib author Vicky Feliren author Holy Lovenia author Aye Hninn Khine author Frederikus Hudi author David Anugraha author Alham Fikri Aji author Romrawin Chumpu author Viet Thanh Pham author Minghan Wang author Mohamed Fazli Mohamed Imam author Ruochen Zhang author Joseph Marvin Imperial author Khumaisa Nur’aini author Do Xuan Long author Musa Izzanardi Wijanarko author Joel Ruben Antony Moniz author Patrick Amadeus Irawan author Hanif Muhammad Zhafran author Isaiah Edri W Flores author Salsabila Zahirah Pranida author Jun Kevin author Jostin Jerico Rosal author Patricia Nicole Monderin author Kun Kerdthaisong author Ahmad Mustafid author My Chiffon Nguyen author Natchapon Jongwiriyanurak author Siva Worajitwannakul author Haochen Li author Adrian Xuan Wei Lim author Bin Wang author Muhammad Ravi Shulthan Habibi author Lynnette Hui Xian Ng author Mithil Bangera author Yeshil Bangera author Priyaranjan Pattnayak author Dun Li Chan author Sherissa Caren Djuniwar author Cho Chan Myei Oo author Ming Shan Hee author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 cahyawijaya-etal-2026-anthropogenic https://aclanthology.org/2026.findings-aacl.36/ 2026-11 695 712 Right for the Wrong Reasons: Investigating the Unrobust Nature of High Accuracy Models in Discourse Relation Prediction Yi Fan author Wei Liu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 fan-liu-2026-right https://aclanthology.org/2026.findings-aacl.37/ 2026-11 713 728 RabakBench: Evaluating Safety Guardrails in Singapore’s Multilingual Vernaculars Gabriel Chua author Leanne Tan author Ziyu Ge author Roy Ka-Wei Lee author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chua-etal-2026-rabakbench https://aclanthology.org/2026.findings-aacl.38/ 2026-11 729 753 Understanding Knowledge Distillation in Post-Training: When It Helps and When It Fails Xin Liu author Simin Ma author Shujian Liu author Song Wang author Sathish Reddy Indurthi author Haoyun Deng author Lu Wang author Kaiqiang Song author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 liu-etal-2026-understanding https://aclanthology.org/2026.findings-aacl.39/ 2026-11 754 767 Two-Stage LLM-as-a-Judge Using Required and Bonus Criteria Kohei Tsunefuji author Akihiro Tamura author Daichi Nakatsuji author Hiroaki Oobayashi author Mitsuo Hamada author Tsuneo Kato author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 tsunefuji-etal-2026-two https://aclanthology.org/2026.findings-aacl.40/ 2026-11 768 777 Stylistic Evolution and LLM Neutrality in Singlish Language Linus Tze En Foo author Weihan Angela Ng author Wenkai Li author Lynnette Hui Xian Ng author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 foo-etal-2026-stylistic https://aclanthology.org/2026.findings-aacl.41/ 2026-11 778 790 Linguistic Cues in Political Debates: Lexical Choices and Evaluative Framing in GPT-Generated Commentary Yu-Yu Chang author Chung-Chi Chen author Ming-Hung Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chang-etal-2026-linguistic https://aclanthology.org/2026.findings-aacl.42/ 2026-11 791 802 Reasoning under Vision: Understanding Visual-Spatial Cognition in Vision-Language Models for CAPTCHA Python Song author Luke Tenyi Chang author Yun-Yun Tsai author Penghui Li author Junfeng Yang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 song-etal-2026-reasoning https://aclanthology.org/2026.findings-aacl.43/ 2026-11 803 824 VMMU: A Vietnamese Multitask Multimodal Understanding and Reasoning Benchmark Vy Tuong Dang author An Vo author Emilio Villa-Cueva author Quang Tau author Duc Dm author Thamar Solorio author Daeyoung Kim author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 dang-etal-2026-vmmu https://aclanthology.org/2026.findings-aacl.44/ 2026-11 825 870 Mirrored Frames: LLM-Based Narrative Framing Analysis of Thai-Cambodian Border Conflict Coverage Siwakorn Bubphasawan author Attapol Rutherford author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 bubphasawan-rutherford-2026-mirrored https://aclanthology.org/2026.findings-aacl.45/ 2026-11 871 884 HiCAP: Hierarchical Cultural Adaptation via Personality for Dialogue Generation Lingzhi Shen author Xiaohao Cai author Yunfei Long author Imran Razzak author Shoaib Jameel author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 shen-etal-2026-hicap https://aclanthology.org/2026.findings-aacl.46/ 2026-11 885 899 PrivacyEvalClaw: A Tool-Augmented Deliberative Agent for Auditing Privacy Leakage in LLM Jailbreak Responses Krishna Kanth Nakka author Yujun Wang author Shijie Zhou author Tu Nguyen author Gabriele Gelardi author Xuebing Zhou author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 nakka-etal-2026-privacyevalclaw https://aclanthology.org/2026.findings-aacl.47/ 2026-11 900 936 Hidden Consensus: Preference-Validity Compression in Human Feedback Dorcas Chia Ern Chua author Karen Myn Hui Lee author Jia Yue Tan author Zhen Xue Gue author Han Ying Lim author Norzalena Abdul Hamid author Azima Binti Azmi author Keat Mei Yeong author Aizat Izyani Binti Mujab author Hafsah Noor Azam author Chee Guo Khoo author Chee Seng Chan author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chua-etal-2026-hidden https://aclanthology.org/2026.findings-aacl.48/ 2026-11 937 968 EffComp: Efficient Prompt Compression via Hybrid Reinforcement Supervised Learning Romtham Tungsununtham author Piyawat Lertvittayakumjorn author Atiwong Suchato author Peerapon Vateekul author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 tungsununtham-etal-2026-effcomp https://aclanthology.org/2026.findings-aacl.49/ 2026-11 969 995 Replacing the Human in the Loop: Towards Automated Evaluation of LLM Mathematical Proof Generalization Carolina Dias-Alexiou author Edison Marrese-Taylor author Alfredo Solano author Yutaka Matsuo author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 dias-alexiou-etal-2026-replacing https://aclanthology.org/2026.findings-aacl.50/ 2026-11 996 1004 STEERLSN: Training-Free Representation Alignment through Language-Specific Neuron Subspace Interpolation Minjun Kim author Dongyeon Kim author Hoyun Song author Jihyo Kim author KyungTae Lim author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kim-etal-2026-steerlsn https://aclanthology.org/2026.findings-aacl.51/ 2026-11 1005 1018 BreakFun: Jailbreaking LLMs via Object Instantiation under Simulated Code Execution Amirkia Rafiei Oskooei author Mehmet Aktas author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 oskooei-aktas-2026-breakfun https://aclanthology.org/2026.findings-aacl.52/ 2026-11 1019 1038 Beyond the Login: Continuous Behavioral Authorship Verification for LLM Agent Sessions Muskan Sharma author Seba Susan author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sharma-susan-2026-beyond https://aclanthology.org/2026.findings-aacl.53/ 2026-11 1039 1054 Synthesizing Dialogues from Social Media Data for Mental Health Support: A Case Study on Gambling Disorders Zhouqing Zhang author Lis Pereira author Wan Jou She author Benjamin Adams author Tham Piumsomboon author Kongmeng Liew author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-etal-2026-synthesizing https://aclanthology.org/2026.findings-aacl.54/ 2026-11 1055 1073 Beyond SFT: Reinforcement Learning for Safer Large Reasoning Models with Better Reasoning Ability Jinghan Jia author Nathalie Baracaldo author Sijia Liu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 jia-etal-2026-beyond https://aclanthology.org/2026.findings-aacl.55/ 2026-11 1074 1087 Towards the Roof of the World: NLP Progress in Tibetan Languages Xi Cao author Yijie Li author Yuan Sun author Shiwei Dong author Zeguang Huang author Nuo Qun author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 cao-etal-2026-towards https://aclanthology.org/2026.findings-aacl.56/ 2026-11 1088 1119 Agent Memory with Episodic Retrieval for Financial Decision-Making Nuoyue Xu author Jiang Liu author Wenxuan Huang author Xiang Zhang author Juntai Cao author Jiaqi Wei author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 xu-etal-2026-agent 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Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wasi-ridoy-2026-position https://aclanthology.org/2026.findings-aacl.59/ 2026-11 1163 1180 When Tool-Backed Skill Retrieval Fails: Source-Style Collapse in Executable Capability Retrieval Yiqi Liu author Joseph James author Yang Wang author Chenghao Xiao author Chenghua Lin author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 liu-etal-2026-tool https://aclanthology.org/2026.findings-aacl.60/ 2026-11 1181 1203 Feedback as an Interface: Controlling Form and Detail in LLM Translation Refinement Yiqi Liu author Flavjo Tomori author Nafise Sadat Moosavi author Steffen Eger author Chenghua Lin author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 liu-etal-2026-feedback https://aclanthology.org/2026.findings-aacl.61/ 2026-11 1204 1221 Greedy Matching Aggregation for Soft Contrastive Learning in Multi-Label Text Classification Ryoma Kobayashi author Jiyi Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kobayashi-li-2026-greedy https://aclanthology.org/2026.findings-aacl.62/ 2026-11 1222 1235 IBPS: Indian Bail Prediction System Uddeshya Raj author Puspesh Kumar Srivastava author Praveen Patel author Shubham Kumar Nigam author Noel Shallum author Arnab Bhattacharya author 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https://aclanthology.org/2026.findings-aacl.64/ 2026-11 1261 1286 Dependency-Aware Trajectory Refinement for Efficient Multi-Turn Agent Fine-Tuning Zhuo Chen author Zhen Zhang author Xinyu Wang author Kewei Tu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-dependency https://aclanthology.org/2026.findings-aacl.65/ 2026-11 1287 1302 ReThink: Adversarially Robust Arithmetic Reasoning via Neuro-Symbolic Soft Constraints Soikat Das author Sparsh Mittal author Rekha Singhal author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 das-etal-2026-rethink https://aclanthology.org/2026.findings-aacl.66/ 2026-11 1303 1313 Enhancing Dynamic Text-Attributed Graph Modeling via Instruction Tuning Weili Shi author Haoming Li author Sheng Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 shi-etal-2026-enhancing https://aclanthology.org/2026.findings-aacl.67/ 2026-11 1314 1329 How Good Are LLM Agents? Benchmarking Opinion Dynamics Against Indonesian Electoral Discourse on Social Media Musa Izzanardi Wijanarko author Derry Tanti Wijaya author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wijanarko-wijaya-2026-good https://aclanthology.org/2026.findings-aacl.69/ 2026-11 1354 1369 From Early Encoding to Late Suppression: Interpreting LLMs on Character Counting Tasks Ayan Datta author Mounika Marreddy author Alexander Mehler author Zhixue Zhao author Radhika Mamidi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 datta-etal-2026-early https://aclanthology.org/2026.findings-aacl.70/ 2026-11 1370 1391 Measuring the Impact of Big Five Personality Traits on Suicide Severity Level Detection with Large Language Models Kit May Shum author Yusuke Sakai author Masahiro Kaneko author Taro Watanabe author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 shum-etal-2026-measuring https://aclanthology.org/2026.findings-aacl.71/ 2026-11 1392 1411 SignSim: A Landmark Driven Model for Phonological Sign Similarity Prediction Abhishek Bharadwaj Varanasi author Manjira Sinha author Tirthankar Dasgupta author Dr. Charudatta Jadhav author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 varanasi-etal-2026-signsim https://aclanthology.org/2026.findings-aacl.72/ 2026-11 1412 1424 BioCAT5: Concept Mention-Aware Text-to-Text Transfer Transformer for Biomedical Literature Mohammad Golam Sohrab author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sohrab-2026-biocat5 https://aclanthology.org/2026.findings-aacl.73/ 2026-11 1425 1439 Plan–Write–Refine: An Iterative Framework for Argumentative Essay Generation Zhijun Zhang author Qianlong Wang author Jianzhu Bao author Keyang Ding author Genan Dai author Bowen Zhang author Ruifeng Xu author Yongsheng Liang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-etal-2026-plan-write https://aclanthology.org/2026.findings-aacl.74/ 2026-11 1440 1460 Adversarial Prompt Distillation: Efficient Jailbreak Attacks from Large to Small Language Models Xiang Li author Chong Zhang author Jia Wang author Fangyu Wu author Yushi Li author Xiaobo Jin author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-adversarial https://aclanthology.org/2026.findings-aacl.75/ 2026-11 1461 1474 RESCUE-BENCH: Towards Relation-Aware Multi-Party Emotional Support Conversation Systems Haichuan Hu author Yang Xiao author Mingni Tang author Jiawen Duan author Quanjun Zhang author Congqing He author Hao Zhang author Jiashuo Wang author Johan F Hoorn author Wenjie Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hu-etal-2026-rescue https://aclanthology.org/2026.findings-aacl.76/ 2026-11 1475 1518 GuideWeb: A Benchmark for Automatic In-App Guide Generation on Real-World Web UIs Chengguang Gan author Yunhao Liang author Yoshihiro Tsujii author Tatsunori Mori author Shiwen Ni author Hiroki Itoh author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 gan-etal-2026-guideweb https://aclanthology.org/2026.findings-aacl.77/ 2026-11 1519 1535 Audio Editing in the Era of Foundation Models: A Survey Changhao Pan author YiFei Fan author Fan Zhuo author Yifu Chen author Wenxiang Guo author Yu Zhang author Zhiyuan Zhu author Rui Yang author Shengpeng Ji author Chenyuhao Wen author Jiayang Xu author Ke Lei author Xiaoda Yang author Jingyu Lu author Zhou Zhao author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 pan-etal-2026-audio https://aclanthology.org/2026.findings-aacl.78/ 2026-11 1536 1559 Beyond Accuracy: ARIA-Rubrics for Evaluating Audio Reasoning in Large Audio Language Models Yupei Li author Qiyang Sun author Mohamed Mady author Chenxi Wang author Zhengwei Gong author Berrak Sisman author Björn Schuller author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-beyond-accuracy-aria https://aclanthology.org/2026.findings-aacl.79/ 2026-11 1560 1581 Large Language and Vision-Language Models as World Models: A Survey Azmine Toushik Wasi author Sadia Tasnim Meem author Riashat Islam author Md Rizwan Parvez author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wasi-etal-2026-large https://aclanthology.org/2026.findings-aacl.80/ 2026-11 1582 1614 Can LLMs Threaten Human Survival? Benchmarking Potential Existential Threats from LLMs via Prefix Completion Yu Cui author Yifei Liu author Hang Fu author Sicheng Pan author Haibin Zhang author Cong Zuo author Licheng Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 cui-etal-2026-llms-threaten https://aclanthology.org/2026.findings-aacl.81/ 2026-11 1615 1631 Is There a Dr. House in the Machine? Towards Clinical and Diagnostic Reasoning in LLM-based Medical Agents Azmine Toushik Wasi author Abdur Rahman author Riashat Islam author Md Rizwan Parvez author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wasi-etal-2026-dr https://aclanthology.org/2026.findings-aacl.82/ 2026-11 1632 1667 When Choices Become Risks: Safety Failures of Large Language Models under Multiple-Choice Constraints Yuheng Chen author Zhiyu Wu author Bowen Cheng author Yihang Wu author Tetsuro Takahashi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-choices https://aclanthology.org/2026.findings-aacl.83/ 2026-11 1668 1697 RegMix-D: Dynamic Data Mixing via Proxy Training Trajectories Kaiyan Zhao author Zhongtao Miao author Akiko Aizawa author Yoshimasa Tsuruoka author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhao-etal-2026-regmix https://aclanthology.org/2026.findings-aacl.84/ 2026-11 1698 1707 CCTU: A Benchmark for Tool Use under Complex Constraints Junjie Ye author Guoqiang Zhang author Wenjie Fu author Zelin Li author Tao Gui author Qi Zhang author Xuanjing Huang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ye-etal-2026-cctu https://aclanthology.org/2026.findings-aacl.85/ 2026-11 1708 1745 LOTUS: Language-Vision Optimal Transport for Unified Report Synthesis Xuhui Li author Jiachen Liu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-liu-2026-lotus https://aclanthology.org/2026.findings-aacl.86/ 2026-11 1746 1762 From Lexical to Entity-Level: Predicting Individual Knowledge Boundaries via Knowledge Graph Label Propagation Shuyi Yu author Yusuke Sakai author Hidetaka Kamigaito author Taro Watanabe author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 yu-etal-2026-lexical https://aclanthology.org/2026.findings-aacl.87/ 2026-11 1763 1778 ChartHal: A Fine-grained Framework Evaluating Hallucination of Large Vision Language Models in Chart Understanding Xingqi Wang author Yiming Cui author Xin Yao author Shijin Wang author Guoping Hu author Xiaoyu Qin author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-etal-2026-charthal https://aclanthology.org/2026.findings-aacl.88/ 2026-11 1779 1796 Do LLMs Respect Concept Boundaries? A Bilingual Diagnostic Benchmark Renjun Lai author Yixuan Si author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lai-si-2026-llms https://aclanthology.org/2026.findings-aacl.89/ 2026-11 1797 1814 FACTA: Structured Fact Alignment for Multi-Hop Retrieval-Augmented Generation Jiahao Li author Yongxiu Xu author Xumeng Zhang author Hongbo Xu author Minghao Tang author Yubin Wang author Gaopeng Gou author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-facta https://aclanthology.org/2026.findings-aacl.90/ 2026-11 1815 1831 AGOPNs: Null-Space Activation Steering for Jailbreak Defense via Average Gradient Outer Product Concept Extraction Minh-Nguyen Bui author Binh-Phuong Phan author Thanh-Khang Doan author Bao Huynh-Gia author Phung-Anh Nguyen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 bui-etal-2026-agopns https://aclanthology.org/2026.findings-aacl.91/ 2026-11 1832 1849 BHAID: A Dataset of LLM-Generated Text in Indian Languages with a Dual Contrastive Learning Framework for Detection Shifali Agrahari author Sujit Kumar author Ranbir Singh Sanasam author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 agrahari-etal-2026-bhaid https://aclanthology.org/2026.findings-aacl.92/ 2026-11 1850 1871 LecTrans: A Multimodal Translation Benchmark for Academic Lectures Frederikus Hudi author Nina Nanakorn author Justin Vasselli author Yusuke Sakai author Hidetaka Kamigaito author Akihiro Tamura author Taro Watanabe author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hudi-etal-2026-lectrans https://aclanthology.org/2026.findings-aacl.93/ 2026-11 1872 1897 Predicting Emerging Topics from Outliers: A Prospective Study of Weak Signals in Embedding Space Evangelia Zve author Gauvain Bourgne author Jean-Gabriel Ganascia author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zve-etal-2026-predicting https://aclanthology.org/2026.findings-aacl.94/ 2026-11 1898 1913 PhaseLoRA: Role-Specialised Low-Rank Adaptation through Prompt-Completion Phase Splitting Rishi Ravikumar author Riza Batista-Navarro author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ravikumar-batista-navarro-2026-phaselora https://aclanthology.org/2026.findings-aacl.95/ 2026-11 1914 1925 Can Model Editing Survive Fine-Tuning? Evaluating Robustness and Persistence in Text-to-Image Diffusion Models Feng He author Marco Valentino author Zhixue Zhao author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 he-etal-2026-model https://aclanthology.org/2026.findings-aacl.96/ 2026-11 1926 1946 Neuron-Level Emotion Control in Speech-Generative Large Audio-Language Models Xiutian Zhao author Ismail Rasim Ulgen author Philipp Koehn author Björn Schuller author Berrak Sisman author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhao-etal-2026-neuron https://aclanthology.org/2026.findings-aacl.97/ 2026-11 1947 1961 Explore-over-Graph: Hybrid Embedding–LLM Reasoning for Knowledge Graph Question Answering under Incompleteness Ola El Khatib author Djellel Difallah author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 el-khatib-difallah-2026-explore https://aclanthology.org/2026.findings-aacl.98/ 2026-11 1962 1975 Iterative Topic Taxonomy Induction with LLMs: A Case Study of Electoral Advertising Alexander Brady author Tunazzina Islam author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 brady-islam-2026-iterative https://aclanthology.org/2026.findings-aacl.99/ 2026-11 1976 1990 TokenMapper: A Step Toward Interoperable Speech Token Translation Tal Kozakov author Tal Rosenwein author Eliya Nachmani author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kozakov-etal-2026-tokenmapper https://aclanthology.org/2026.findings-aacl.100/ 2026-11 1991 2009 Modeling Triplet Interactions Beyond Pairwise Attention Mafizur Rahman author Lijun Qian author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 rahman-qian-2026-modeling https://aclanthology.org/2026.findings-aacl.101/ 2026-11 2010 2026 A Multimodal Text- and Graph-Based Approach for Open-Domain Event Extraction from Documents Praval Sharma author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sharma-2026-multimodal https://aclanthology.org/2026.findings-aacl.102/ 2026-11 2027 2041 Scalable Methods for Long-Range Argumentation in Distributed Discourse Alina Littek author John Lawrence author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 littek-lawrence-2026-scalable https://aclanthology.org/2026.findings-aacl.103/ 2026-11 2042 2056 STEVE: Stabilizing Textual Gradient-Based Prompt Optimization via Error-Driven Refinement and Regularized Verification Yifan Xu author Yixuan Li author Xinzhuo Li author Yixin Gu author Yifan Shen author Lijun Yu author Haohan Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 xu-etal-2026-steve https://aclanthology.org/2026.findings-aacl.104/ 2026-11 2057 2073 DunbaaBERT: From Sacrifice to Semantics Iffat Maab author Waleed Jamil author Raphael Schmitt author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 maab-etal-2026-dunbaabert https://aclanthology.org/2026.findings-aacl.105/ 2026-11 2074 2093 CLUE: A Contrastive Learning Framework for Unsupervised Event Type Induction and Annotation Pratik Maitra author Lauren Kwon author Qi Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 maitra-etal-2026-clue https://aclanthology.org/2026.findings-aacl.106/ 2026-11 2094 2111 The Validity–Fidelity Gap: A Controlled Study of Representation Drift in Structured Extraction Under Redundant Contexts Gokul Srinath Seetha Ram author Anirudh Vasudevan author Rashmi Elavazhagan author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ram-etal-2026-validity https://aclanthology.org/2026.findings-aacl.107/ 2026-11 2112 2126 Retrieval-Induced Mirage: When Similar Cases Become Fabricated Evidence in Medical VLMs Xiaoxu Ma author Xiangbo Zhang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ma-zhang-2026-retrieval https://aclanthology.org/2026.findings-aacl.108/ 2026-11 2127 2144 TileBench: A Controlled Benchmark for Performance Evaluation and Bottleneck Diagnosis of Tile-Based Programming Models Bowen Cui author Zhongchun Zhou author Hao Wu author Tejas Ramesh author Junyu Yin author Jialiang Gu author Keren Zhou author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 cui-etal-2026-tilebench https://aclanthology.org/2026.findings-aacl.109/ 2026-11 2145 2167 MF-QAT: Multi-Format Quantization-Aware Training for Elastic Inference Zifei Xu author Sayeh Sharify author Hesham Mostafa author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 xu-etal-2026-mf https://aclanthology.org/2026.findings-aacl.110/ 2026-11 2168 2188 Bi-Phase Training: Learning Efficiently From Scratch Abel Gurung author Joseph Campbell author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 gurung-campbell-2026-bi https://aclanthology.org/2026.findings-aacl.111/ 2026-11 2189 2202 NEXUS: Structured Runtime Safety for Tool-Using LLM Agent Elias Hossain author Md Mehedi Hasan Nipu author Tasfia Nuzhat Ornee author Rajib Rana author Niloofar Yousefi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hossain-etal-2026-nexus https://aclanthology.org/2026.findings-aacl.112/ 2026-11 2203 2232 SFMP: Fine-Grained, Hardware-Friendly and Solver-Free Mixed-Precision Quantization for Large Language Models Xin Nie author Haicheng Zhang author Liang Dong author Beining Feng author Jinhong Weng author Guiling Sun author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 nie-etal-2026-sfmp https://aclanthology.org/2026.findings-aacl.113/ 2026-11 2233 2259 Markhor: A framework for Adapting LLMs to Urdu via Alignment-Free Tokenizer Replacement Muhammad Zain Ali author Yuxia Wang author Muhammad Arslan Manzoor author Tony C Smith author Bernhard Pfahringer author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ali-etal-2026-markhor https://aclanthology.org/2026.findings-aacl.114/ 2026-11 2260 2272 HakushoBench: A Japanese Chart and Table VQA Benchmark from Governmental White Papers Issa Sugiura author Shuhei Kurita author Yusuke Oda author Naoaki Okazaki author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sugiura-etal-2026-hakushobench https://aclanthology.org/2026.findings-aacl.115/ 2026-11 2273 2290 YFPO: Yoked Feature Preference Optimization with Neuron-Guided Rewards Yifan Le author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 le-2026-yfpo https://aclanthology.org/2026.findings-aacl.116/ 2026-11 2291 2298 Disentangling Perception and Reasoning in Multimodal LLMs via Reward Design Omar Sharif author Eftekhar Hossain author Nikhil Singh author Patrick Ng author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sharif-etal-2026-disentangling https://aclanthology.org/2026.findings-aacl.117/ 2026-11 2299 2322 Scale-Aligned Reinforcement Learning for Adaptive Computation Allocation in Reasoning Language Models Yilin Liu author Xuan Wang author Zheng Yang author Zhuoran Li author Fan Wan author Wu Chen author Xiaojie Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 liu-etal-2026-scale https://aclanthology.org/2026.findings-aacl.118/ 2026-11 2323 2337 UniGuardian: A Unified Defense for Detecting Prompt Injection, Backdoor Attacks and Adversarial Attacks in Large Language Models Huawei Lin author Yingjie Lao author Tony Geng author Tan YU author Weijie Zhao author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lin-etal-2026-uniguardian https://aclanthology.org/2026.findings-aacl.119/ 2026-11 2338 2362 ProgMem: Programmatic Belief-State Memory for Long-Horizon Conversational Agents Pengchao Zheng author Xinan Wang author Ziyi Wei author Haoran Liu author Lei Wei author Jiajun Niu author Bohan Guo author Han Wu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zheng-etal-2026-progmem https://aclanthology.org/2026.findings-aacl.120/ 2026-11 2363 2376 BAEmpEval: A Framework for Probing Large Audio Language Models on Multidimensional Empathetic Response Assessment Jingxi Liang author Pengze Guo author Zhiwen Xie author Qifeng Wang author Yujia Huo author Derek F Wong author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 liang-etal-2026-baempeval https://aclanthology.org/2026.findings-aacl.121/ 2026-11 2377 2403 SQLStructEval: Structural Evaluation of LLM Text-to-SQL Generation Yixi Zhou author Fan Zhang author Zhiqiao Guo author Y U Chen author Haipeng Zhang author Preslav Nakov author Zhuohan Xie author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhou-etal-2026-sqlstructeval https://aclanthology.org/2026.findings-aacl.122/ 2026-11 2404 2422 NüshuVoice: Reviving the Voice of Endangered Nüshu with Pitch-Aware Text-to-Speech Hongkun Yang author Y I Xinhui author Zhao Xiyan author Yibo Meng author Lionel Z Wang author Lixu Wang author Yaqi Zhang author Ruiqi Chen author Xuanyue Zhao author Lanxin Zhang author Yu Zeng author Chu Weijia author Yiming Ma author Chenyu Liu author Jianghao Lin author Xu Xin author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 yang-etal-2026-nushuvoice https://aclanthology.org/2026.findings-aacl.123/ 2026-11 2423 2434 GenState-AI: State-Aware Dataset for Text-to-Video Retrieval on AI-Generated Videos Minghan Li author Tongna Chen author Tianrui Lv author Yishuai Zhang author Suchao An author Guodong Zhou author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-genstate https://aclanthology.org/2026.findings-aacl.124/ 2026-11 2435 2448 Quantifying Uncertainty Through Coverage in Latent Semantic Space Gabriele Carrino author Brown Ebouky author Katja Hose author Mattia Rigotti author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 carrino-etal-2026-quantifying https://aclanthology.org/2026.findings-aacl.125/ 2026-11 2449 2465 Selective Reflection for Context-Sensitive Emotion Recognition in Conversation Xinyu Wang author Weijie Feng author Hongchuang Wang author Zhiyong Cheng author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-etal-2026-selective https://aclanthology.org/2026.findings-aacl.126/ 2026-11 2466 2481 Style-Aware Translation for Multi-Word Expressions in Low-Resource Languages Antonios Dimakis author Antonios Anastasopoulos author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 dimakis-anastasopoulos-2026-style https://aclanthology.org/2026.findings-aacl.127/ 2026-11 2482 2513 ReleaseEval: A Benchmark for Evaluating Language Models in Automated Release Note Generation Qianru Meng author Zhaochun Ren author Joost Visser author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 meng-etal-2026-releaseeval https://aclanthology.org/2026.findings-aacl.128/ 2026-11 2514 2526 EXAM²: \underlineExtending \underlineAudio Understanding in \underlineMultilingual and \underlineMultimodal Analysis Jiawen Wang author Xiaoxue Gao author Zi Haur Pang author Nancy F Chen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-etal-2026-exam2 https://aclanthology.org/2026.findings-aacl.129/ 2026-11 2527 2543 Student-Centered AI Requires Auditable Evidence of Learning Xu Aofeng author Sichao Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 aofeng-li-2026-student https://aclanthology.org/2026.findings-aacl.130/ 2026-11 2544 2560 The Image Reconstruction Game: Drawing Common Ground Through Iterative Multimodal Dialogue Sherzod Hakimov author Mattia D’Agostini author Ivan Samodelkin author David Schlangen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hakimov-etal-2026-image https://aclanthology.org/2026.findings-aacl.131/ 2026-11 2561 2583 Pingala: Prosody-Aware Decoding for Sanskrit Poetry Generation Manoj Balaji Jagadeeshan author Atul Singh author Nallani Chakravartula Sahith author Amrith Krishna author Pawan Goyal author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 jagadeeshan-etal-2026-pingala https://aclanthology.org/2026.findings-aacl.132/ 2026-11 2584 2602 SMARTS: A Small-to-large Model Coordinated Retrieval and Response Framework for Task-Oriented Dialogue Jiale Chen author Xuelian Dong author Shengcheng Ye author Wenxiu Xie author Kun Zeng author Tianyong Hao author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-smarts https://aclanthology.org/2026.findings-aacl.133/ 2026-11 2603 2612 Activation Residual Hessian Quantization for Low-Bit Large Language Model Inference YiFeng Wang author Zhun Sun author Hakaze Cho author Linlin Wang author Keisuke Sakaguchi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-etal-2026-activation-residual https://aclanthology.org/2026.findings-aacl.134/ 2026-11 2613 2627 Beyond Correctness: A Framework for Analyzing Reasoning and Faithfulness of Multi-hop Question Answering Jiyuan Liu author Yi Xie author Yanghui Rao author Fu Lee Wang author Jianxing Yu author Li Qing author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 liu-etal-2026-beyond-correctness https://aclanthology.org/2026.findings-aacl.135/ 2026-11 2628 2648 Prompt Rewrites Are Semantic Actions: Testing Whether Language Models Obey Typed Operator Laws Zida Yang author Weiqing Zeng author Guquan You author Yu Zheng author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 yang-etal-2026-prompt https://aclanthology.org/2026.findings-aacl.136/ 2026-11 2649 2671 When Quality Filters Backfire: Agreement-Based Latent Filtering Hurts Bootstrap Pretraining Suan Lee author JaeSeong Kim author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lee-kim-2026-quality https://aclanthology.org/2026.findings-aacl.137/ 2026-11 2672 2687 A Survey of Neurosymbolic Approaches to Propaganda and Persuasion Technique Detection Alysa Ziying Tan author Daniel Kainovan Handoyo author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 tan-handoyo-2026-survey https://aclanthology.org/2026.findings-aacl.138/ 2026-11 2688 2699 FairJudge: Abstention-Aware Multimodal Judges for Fairness and Alignment Evaluation in Text-to-Image Models Zahraa Al Sahili author Maimuna Nowaz author Maryam Fetanat author Ioannis Patras author Matthew Purver author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 al-sahili-etal-2026-fairjudge https://aclanthology.org/2026.findings-aacl.139/ 2026-11 2700 2718 WK-Drift: Benchmarking Procedural Memory Maintenance under World Knowledge Drift Pratyay Banerjee author Masud Moshtaghi author Ankit Chadha author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 banerjee-etal-2026-wk https://aclanthology.org/2026.findings-aacl.140/ 2026-11 2719 2736 DeScribe: Discourse-Driven Extraction and Structuring of Claim Verification for Better Faithfulness Evaluation Yang Zhong author Yang Janet Liu author Diane Litman author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhong-etal-2026-describe https://aclanthology.org/2026.findings-aacl.141/ 2026-11 2737 2771 An Empirical Study of Many-Shot In-Context Learning for Machine Translation of Low-Resource Languages Yinhan Lu author Gaganpreet Jhajj author Chen Zhang author Anietie Andy author David Ifeoluwa Adelani author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lu-etal-2026-empirical https://aclanthology.org/2026.findings-aacl.142/ 2026-11 2772 2804 Bridging the Long-Tail Gap: Robust Retrieval-Augmented Relation Completion via Multi-Stage Paraphrase Infusion Fahmida Alam author Mihai Surdeanu author Ellen Riloff author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 alam-etal-2026-bridging https://aclanthology.org/2026.findings-aacl.143/ 2026-11 2805 2823 DKCD: Domain Knowledge-Enhanced Causal Discovery from Unstructured Data Xin Li author Jin Li author Shoujin Wang author Kun Yu author Fang Chen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-dkcd https://aclanthology.org/2026.findings-aacl.144/ 2026-11 2824 2850 When more supervision hurts: reward design for structured biomedical reasoning in 4B models Batuhan Nursal author Christophe Ye author Xinyu Guo author Xin He author Cassie S Mitchell author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 nursal-etal-2026-supervision https://aclanthology.org/2026.findings-aacl.145/ 2026-11 2851 2866 Modeling Discourse Profiles in Climate Misinformation Discourse Ge Gao author Zhengyang Shan author Bryan A Plummer author Margrit Betke author Derry Tanti Wijaya author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 gao-etal-2026-modeling https://aclanthology.org/2026.findings-aacl.146/ 2026-11 2867 2887 CULTURETALK-ID: A Multi-Task Dialogue Benchmark for Cultural Commonsense in Indonesian Local Languages Muhammad Dehan Al Kautsar author Salsabila Zahirah Pranida author Bilal Elbouardi author Fajri Koto author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 al-kautsar-etal-2026-culturetalk https://aclanthology.org/2026.findings-aacl.147/ 2026-11 2888 2912 How Is Automated Research Evaluated? A Survey of Benchmarks and Evaluation Practices Liulei Zhang author Dejing Zhou author Chuyue Huang author Guanhua Chen author Yutong Yao author Lidia S Chao author Chi Man Vong author Derek F Wong author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-etal-2026-automated https://aclanthology.org/2026.findings-aacl.148/ 2026-11 2913 2951 Pretraining Builds Cooperation, Not Components: Tracking Inter-Layer Coordination via Lie Brackets JaeSeong Kim author Suan Lee author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kim-lee-2026-pretraining https://aclanthology.org/2026.findings-aacl.149/ 2026-11 2952 2964 Where Does Plan Validity Live in Grammar-Constrained LLM Planning? An Applicability Mask Induced from Environment Rollouts Nijesh Upreti author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 upreti-2026-plan https://aclanthology.org/2026.findings-aacl.150/ 2026-11 2965 2990 Corrective Retrieval Augmented Generation Shi-Qi Yan author Jia-Chen Gu author Yun Zhu author Zhen-Hua Ling author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 yan-etal-2026-corrective https://aclanthology.org/2026.findings-aacl.151/ 2026-11 2991 3003 AI-Sustainability Discourse Across Social Media: Sentiment, Topics, and Engagement on LinkedIn, X, and Bluesky Kholoud Khalil Aldous author Md. Rafiul Biswas author Mabrouka Bessghaier author Shimaa Ibrahim author Kais Attia author Wajdi Zaghouani author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 aldous-etal-2026-ai https://aclanthology.org/2026.findings-aacl.152/ 2026-11 3004 3018 WhisperX-LLM-TermFixer: Enhancing Whisper with LLM-Guided Post-Decoding for Domain-Specific Terminology Ronghao Pan author José Antonio García-Díaz author Rafael Valencia-García author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 pan-etal-2026-whisperx https://aclanthology.org/2026.findings-aacl.153/ 2026-11 3019 3042 BlockBench: Contamination-Controlled Evaluation of Large Language Models for Code Analysis Paul Osemudiame Oamen author Courage Ochuko Mene author Abraham Ugbedeojo Daniel author Ananya Mukherjee author Pius Onobhayedo author Wei Zhao author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 oamen-etal-2026-blockbench https://aclanthology.org/2026.findings-aacl.154/ 2026-11 3043 3062 SAFE-KV: Causal Suffix Repair for Behavior-Preserving Non-Prefix KV Cache Reuse in RAG Xingjian Zhang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-2026-safe https://aclanthology.org/2026.findings-aacl.155/ 2026-11 3063 3098 InLegalLaySum: A Novel Benchmark for Lay Summarization of Indian Legal Documents Trishita Saha author Debtanu Datta author Shubham Tiwari author Mohit Kaushal author Priyank Rathore author Mohammad Khalid Pandit author Pawan Goyal author Saptarshi Ghosh author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 saha-etal-2026-inlegallaysum https://aclanthology.org/2026.findings-aacl.156/ 2026-11 3099 3123 WISE-Flow: Workflow-Induced Structured Experience for Self-Evolving Conversational Service Agents Yuqing Zhou author Zhuoer Wang author Jk author Hong Wang author Samson Koelle author Ziwei Zhu author Wei Niu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhou-etal-2026-wise https://aclanthology.org/2026.findings-aacl.157/ 2026-11 3124 3143 Copy Less, Ground More: Selective and Confidence-Aware Decoding for Grounded Legal Generation Tan-Minh Nguyen author Truong Dinh Do author Hiep K V Nguyen author Le-Minh Nguyen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 nguyen-etal-2026-copy https://aclanthology.org/2026.findings-aacl.158/ 2026-11 3144 3168 When Do Supervised UQ Ensembles Improve LLM Hallucination Detection? A Robustness Study Mohit Singh Chauhan author Vipin Gyanchandani author Dylan Bouchard author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chauhan-etal-2026-supervised https://aclanthology.org/2026.findings-aacl.159/ 2026-11 3169 3190 FAIR: Balancing Identity-Associated Training Signals to Mitigate Personalization Bias Anvesh Rao Vijjini author Snigdha Chaturvedi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 vijjini-chaturvedi-2026-fair https://aclanthology.org/2026.findings-aacl.160/ 2026-11 3191 3208 SAVER: Selective Auditing of Verbal Evidence for Error Recovery in VLM Change Reasoning Youdi Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-2026-saver https://aclanthology.org/2026.findings-aacl.161/ 2026-11 3209 3227 When and How to use In-context Learning for modern LVLMs? An Extensive Investigation Pengxiang Li author Yu Zhao author Jiaxin Yu author Liang Xie author Erwei Yin author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-use https://aclanthology.org/2026.findings-aacl.162/ 2026-11 3228 3249 Analyzing Multilingual Parametric Knowledge Retrieval with Sparse Autoencoders Marc E Canby author Ikhyun Cho author Julia Hockenmaier author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 canby-etal-2026-analyzing https://aclanthology.org/2026.findings-aacl.163/ 2026-11 3250 3264 DECK: A Consistency × Confidence Taxonomy of LLM Hallucinations Mohit Singh Chauhan author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chauhan-2026-deck https://aclanthology.org/2026.findings-aacl.164/ 2026-11 3265 3285 DEAF: A Benchmark for Diagnostic Evaluation of Acoustic Faithfulness in Large Audio Language Models Jiaqi Xiong author Yunjia Qi author Qi Cao author Yu Zheng author Yutong Zhang author Ziteng Wang author Ruofan Liao author Weisheng Xu author Sichen Liu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 xiong-etal-2026-deaf https://aclanthology.org/2026.findings-aacl.165/ 2026-11 3286 3299 Interactive and Scalable Evaluation of LLM Math Tutoring via Simulated Teacher-Student Dialogues Gihyeon Choi author Harksoo Kim author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 choi-kim-2026-interactive https://aclanthology.org/2026.findings-aacl.166/ 2026-11 3300 3313 OMIT the Action: Measuring Framing-Invariant Omission Bias under Philosophical Disagreement Sihyeon Lee author Jihun Song author Chanwoo Kim author Jiwoo Kum author Chanjun Park author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lee-etal-2026-omit https://aclanthology.org/2026.findings-aacl.167/ 2026-11 3314 3334 Structured but Silent: Probing Capability Requirements in LLM Hidden States Kyojun Choo author Minsoo Song author Yunju Kang author Chanjun Park author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 choo-etal-2026-structured https://aclanthology.org/2026.findings-aacl.168/ 2026-11 3335 3375 CASCADE: Cognitive Assessment via Sentence Context and Distortion Extraction Archit Narumanchi author Azamat Rashidov author Jong C Park author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 narumanchi-etal-2026-cascade https://aclanthology.org/2026.findings-aacl.169/ 2026-11 3376 3391 One Prompt Does Not Fit All: Self-Meta-Evolve for Personalized Information Extraction Hongliang Li author Lu Wang author Yong Xu author Hanyang Chen author Zhitao Hou author Xiaoting Qin author Song Ge author Qingwei Lin author Dongmei Zhang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-one https://aclanthology.org/2026.findings-aacl.170/ 2026-11 3392 3407 Models Know Their Shortcuts: Deployment-Time Shortcut Mitigation Jiayi Li author Shijie Tang author Gün Kaynar author Shiyi Du author Carl Kingsford author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-models https://aclanthology.org/2026.findings-aacl.171/ 2026-11 3408 3430 Entailed Opinion Matters: Improving the Fact-Checking Performance of Language Models by Relying on their Entailment Ability Gaurav Kumar author Ayush Garg author Debajyoti Mazumder author Aditya Kishore author Babu Kumar author Jasabanta Patro author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kumar-etal-2026-entailed https://aclanthology.org/2026.findings-aacl.172/ 2026-11 3431 3452 COAT: An Orthogonal Benchmark for Diagnosing Chinese Adversarial Toxicity Detection Failures Jiaqi Hu author Mingshuai Liu author Haobo Wu author Xin Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hu-etal-2026-coat https://aclanthology.org/2026.findings-aacl.173/ 2026-11 3453 3465 Mass-Tail Attribution Entropy: A Regime-Conditional Decoder for Vision-Language Model Hallucination Jaegwang Shin author Suan Lee author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 shin-lee-2026-mass https://aclanthology.org/2026.findings-aacl.174/ 2026-11 3466 3490 IndexRAG: Index-Time Reasoning for Multi-Hop Retrieval-Augmented Generation Zhenghua Bao author Yi Shi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 bao-shi-2026-indexrag https://aclanthology.org/2026.findings-aacl.175/ 2026-11 3491 3506 GPC-E4: Generalized Consistency and Entropic Evidence for Backdoor Detection in Vision Language Models Xuan Wang author Xuehu Yan author Yuliang Lu author Kejiang Ye author Cheng-zhong Xu author Xitong Gao author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 wang-etal-2026-gpc https://aclanthology.org/2026.findings-aacl.176/ 2026-11 3507 3522 TripPattern: A Pattern-based Text Watermarking Method for Large Language Models Sangjun Moon author Dasom Choi author Jingun Kwon author Hidetaka Kamigaito author Taro Watanabe author Manabu Okumura author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 moon-etal-2026-trippattern https://aclanthology.org/2026.findings-aacl.177/ 2026-11 3523 3538 IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models Dasom Choi author Sangjun Moon author Hyeongchan Im author Jaeeon Park author Jingun Kwon author Hidetaka Kamigaito author Taro Watanabe author Manabu Okumura author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 choi-etal-2026-imfd https://aclanthology.org/2026.findings-aacl.178/ 2026-11 3539 3546 Efficient Many-Shot In-Context Learning with Task-Level Compression and Instance-Level Retrieval Masayuki Kawarada author Ukyo Honda author Sho Takase author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kawarada-etal-2026-efficient https://aclanthology.org/2026.findings-aacl.179/ 2026-11 3547 3555 Beyond EOS: Revealing the Internal Monologue of Language Models Aishwarya Maheswaran author Maunendra Sankar Desarkar author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 maheswaran-desarkar-2026-beyond https://aclanthology.org/2026.findings-aacl.180/ 2026-11 3556 3574 Polar: A Benchmark for Evaluating Political Bias in LLMs Sangho Kim author Heejin Kim author Hyunggeun Jeon author Yoonhee Park author Jaejin Lee author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kim-etal-2026-polar https://aclanthology.org/2026.findings-aacl.181/ 2026-11 3575 3635 Reducing Logprob Without Causal Verification: Diagnosing SAE-Based PII Suppression in LLMs Chaerin Lee author Wonho Lee author Sohee Park author Daeseon Choi author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lee-etal-2026-reducing https://aclanthology.org/2026.findings-aacl.182/ 2026-11 3636 3654 GRAIN: Gradient-Based Interaction Graph of Neurons for Explainable Misinformation Detection Rathod Darshan D author Rahul Mishra author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 d-mishra-2026-grain https://aclanthology.org/2026.findings-aacl.183/ 2026-11 3655 3670 SIEVE: Slot-wise Evaluation of Information-Role Retention in Fixed-Length Meeting Summarization Jumpei Nagasawa author Seiya Shibayama author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 nagasawa-shibayama-2026-sieve https://aclanthology.org/2026.findings-aacl.184/ 2026-11 3671 3699 Encoded but Not Routed: Explaining the Table-Chart Gap in Scientific Claim Verification Sunisth Kumar author Xanh Ho author Tim Schopf author Andre Greiner-Petter author Florian Boudin author Akiko Aizawa author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kumar-etal-2026-encoded https://aclanthology.org/2026.findings-aacl.185/ 2026-11 3700 3709 Chained Cross-Modal Learning for Modality-Agnostic Embeddings Naoki Tamura author Taiki Sekii author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 tamura-sekii-2026-chained https://aclanthology.org/2026.findings-aacl.186/ 2026-11 3710 3723 SASU: Structure-Anchored Semantic Unification for Code Search Qian Zhang author Hao Li author Hao Jiang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-etal-2026-sasu https://aclanthology.org/2026.findings-aacl.187/ 2026-11 3724 3735 EMR: Self-Evolving Medical Multi-Agent System via Experience Mining and Reuse Dongsheng Shi author Yue Li author Xin Yi author Linlin Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 shi-etal-2026-emr https://aclanthology.org/2026.findings-aacl.188/ 2026-11 3736 3752 Psychometric Benchmark and Bias Assessment in Open-Source Pre-trained NLI Models Fadi Amun author Ofir Cohen author Aviad Elyashar author Odeya Cohen author Rami Puzis author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 amun-etal-2026-psychometric https://aclanthology.org/2026.findings-aacl.189/ 2026-11 3753 3771 Not All Graphs Are Maps: A Task-Agnostic Exploration Framework for Mobile GUI Navigation Adamo Orsini author Seyed Mehdi Ayyoubzadeh author Sadman Rakib Pinon author Hannuo Zhang author Koosha Gholipour Baradari author Yuanhao YU author Xinxin Zuo author Yang Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 orsini-etal-2026-graphs https://aclanthology.org/2026.findings-aacl.190/ 2026-11 3772 3794 Skin-Deep: A Geometric Diagnostic for Alignment Fragility in Large Language Model Representations Dongyub Jude Lee author Jungseob Lee author Seungyoon Lee author Seongtae Hong author Suhyune Son author Sugyeong Eo author Jaehyung Seo author Heuiseok Lim author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lee-etal-2026-skin https://aclanthology.org/2026.findings-aacl.191/ 2026-11 3795 3808 ArabMisinfo: A Decade-Long Arabic Facebook Corpus for Misinformation Discourse and Engagement Analysis Wajdi Zaghouani author Shimaa Ibrahim author Mabrouka Bessghaier author Md. Rafiul Biswas author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zaghouani-etal-2026-arabmisinfo https://aclanthology.org/2026.findings-aacl.192/ 2026-11 3809 3820 DiagBench: Evaluating Diagnostic Revision in Large Language Models with Longitudinal Inpatient Records Huawei Feng author Dongsheng Shi author Linlin Wang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 feng-etal-2026-diagbench https://aclanthology.org/2026.findings-aacl.193/ 2026-11 3821 3832 XChoice: Explainable Evaluation of AI–Human Alignment in LLM-based Constrained Choice Decision Making Weihong Qi author Fan Huang author Rasika Muralidharan author Jisun An author Haewoon Kwak author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 qi-etal-2026-xchoice https://aclanthology.org/2026.findings-aacl.194/ 2026-11 3833 3861 Molecule Generation through Reasoning with Large Language Models Congfeng Cao author Di Wu author Zhi Zhang author Jia-Hong Huang author Jelke Bloem author Khalil Sima’an author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 cao-etal-2026-molecule https://aclanthology.org/2026.findings-aacl.195/ 2026-11 3862 3879 Breaking the Speech-Act Contract: Uptake Failures and Void Commitments in Large Language Models Sahana Varadaraju author Bharathwaj Vijayakumar author Lathish Balaji Baskaran author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 varadaraju-etal-2026-breaking https://aclanthology.org/2026.findings-aacl.196/ 2026-11 3880 3893 Towards Robust Numerical Claim Verification Peter Røysland Aarnes author Vinay Setty author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 aarnes-setty-2026-towards https://aclanthology.org/2026.findings-aacl.197/ 2026-11 3894 3915 FreakOut-LLM: The Effect of Emotional Stimuli on Safety Alignment Daniel Kuznetsov author Ofir Cohen author Karin Shistik author Asaf Shabtai author Rami Puzis author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kuznetsov-etal-2026-freakout https://aclanthology.org/2026.findings-aacl.198/ 2026-11 3916 3933 Personalization Matters: Long-Horizon Conversation Agent with User-Centric Information in Online Shopping Interactions Rena Wei Gao author Yue Dai author Hao Guan author Shengxiang Gao author Wangyang Wu author Yixin Shen author Jey Han Lau author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 gao-etal-2026-personalization-matters https://aclanthology.org/2026.findings-aacl.199/ 2026-11 3934 3978 From Textual Columns to Query Plans: A Unified Relational-Semantic Execution Framework for Hybrid Query Processing Nima Shahbazi author Seiji Maekawa author Nikita Bhutani author Estevam Hruschka author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 shahbazi-etal-2026-textual https://aclanthology.org/2026.findings-aacl.200/ 2026-11 3979 4002 Behaviorally Grounded User Profiles from the Wild for Personalized Alignment and Multi-Perspective Reasoning Yuxuan Li author Victor Zhong author Ehsan Kamalloo author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-behaviorally https://aclanthology.org/2026.findings-aacl.201/ 2026-11 4003 4024 PPL-Factory: Task-Aware and Budget-Aware Data Selection from Language Modeling to Reasoning Hang Zhang author Warren J Gross author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-gross-2026-ppl https://aclanthology.org/2026.findings-aacl.202/ 2026-11 4025 4038 Training free Cross-Modal Alignment for Multilingual Image Retrieval Usman Shahid author Manan Jain author Natalie Parde author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 shahid-etal-2026-training https://aclanthology.org/2026.findings-aacl.203/ 2026-11 4039 4049 No Convo! The Illusion of Reliability in Online Toxicity Detection Rachita Rajesh author Christina A Chance author Ashima Suvarna author Kai-Wei Chang author Saadia Gabriel author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 rajesh-etal-2026-convo https://aclanthology.org/2026.findings-aacl.204/ 2026-11 4050 4072 BetXplain: An Explanation-Annotated Dataset for Detecting Manipulative Betting Advertisements on Social Media Msvpj Sathvik author Parmitha Vangapandu author Nishit Rahul Rane author Sathwik Narkedimilli author Mark Lee author Akrati Saxena author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sathvik-etal-2026-betxplain https://aclanthology.org/2026.findings-aacl.205/ 2026-11 4073 4089 HYDRA: Evaluating Logical Thinking Abilities of LLMs through Formulating Hypotheses and Verification Methods Shin-nosuke Ishikawa author Hirotsugu Ohba author Masato Todo author Atsushi Yoshino author Masahiro Daimon author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ishikawa-etal-2026-hydra https://aclanthology.org/2026.findings-aacl.206/ 2026-11 4090 4105 GCoTD: A Non-Intrusive Diagnostic Pipeline for Black-Box LLM Backdoor Detection via Graph Chain-of-Thought Chengyu Jia author AprilPyone MaungMaung author Huy H Nguyen author Isao Echizen author Jinyin Chen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 jia-etal-2026-gcotd https://aclanthology.org/2026.findings-aacl.207/ 2026-11 4106 4127 TokenMix: Efficient Batched Inference for Mixture-of-Experts Models with Joint Expert Selection Aradhana Mohan Parvathy author Sarada Krithivasan author Swagath Venkataramani author Anand Raghunathan author Viji Srinivasan author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 parvathy-etal-2026-tokenmix https://aclanthology.org/2026.findings-aacl.208/ 2026-11 4128 4140 From Chains to Graphs: Self-Structured Reasoning for General-Domain LLMs Yingjian Chen author Haoran Liu author Yinhong Liu author Sherry T Tong author Aosong Feng author Jinghui Lu author JTzhang author Yusuke Iwasawa author Yutaka Matsuo author Irene Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-chains https://aclanthology.org/2026.findings-aacl.209/ 2026-11 4141 4159 CORA: A Protocol for Diagnosing Boundary Robustness in Text-to-Audio Retrieval under Query Reformulations Jae Min Woo author Kyongmin Kong author Bogyung Jeong author Minjeong Kim author HaeJun Yoo author Du-Seong Chang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 woo-etal-2026-cora https://aclanthology.org/2026.findings-aacl.210/ 2026-11 4160 4184 It Hears, It Sees too: Multi-Modal LLM for Depression Detection By Integrating Visual Understanding into Audio Language Models Xiangyu Zhao author Yaling Shen author Yiwen Jiang author Zimu Wang author Jiahe Liu author Maxmartwell H Cheng author Guilherme C Oliveira author Robert Desimone author Dominic Dwyer author Zongyuan Ge author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhao-etal-2026-hears https://aclanthology.org/2026.findings-aacl.211/ 2026-11 4185 4196 UniToR: Towards Universal Token-level Routing for Efficient Reasoning in Large Language Models Nguyen-Khang Le author Truong Dinh Do author Le-Minh Nguyen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 le-etal-2026-unitor https://aclanthology.org/2026.findings-aacl.212/ 2026-11 4197 4215 CuBEs: Culturally-Situated Behavioral Evaluations and the Limitations of Culture-Blind LLM Judges Hoda Ayad author Tanu Mitra author Abhishek Mukherji author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 ayad-etal-2026-cubes https://aclanthology.org/2026.findings-aacl.213/ 2026-11 4216 4232 K-FORGE: Fisher-Guided Initialization for Preference-Based LLM Unlearning Daniil Moskovskiy author Alexander Panchenko author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 moskovskiy-panchenko-2026-k https://aclanthology.org/2026.findings-aacl.214/ 2026-11 4233 4248 MOOC-MESE: Dataset and Framework for Multimodal Entity Set Expansion in MOOCs Shichao Yue author Jing Wan author Yubin Chen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 yue-etal-2026-mooc https://aclanthology.org/2026.findings-aacl.215/ 2026-11 4249 4258 Self-Route: Automatic Mode Switching via Capability Estimation for Efficient Reasoning Yang He author Xiao Ding author Bibo Cai author Yufei Zhang author Kai Xiong author Zhouhao Sun author Bing Qin author Ting Liu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 he-etal-2026-self https://aclanthology.org/2026.findings-aacl.216/ 2026-11 4259 4270 No Masking Needed: Predicting Latent Semantics for Efficient Pre-training of Encoder-based Language Models Gábor Berend author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 berend-2026-masking https://aclanthology.org/2026.findings-aacl.217/ 2026-11 4271 4285 Long-Term Agent Memory through Complementary Curation and Consolidation Abhishek Gupta author Dongge Han author Daniel Madrigal author Wei-Ning Chen author Mayukh Das author Victor Rühle author Saravan Rajmohan author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 gupta-etal-2026-long https://aclanthology.org/2026.findings-aacl.218/ 2026-11 4286 4294 RASER: Recoverability-Aware Selective Escalation Router for Multi-Hop Question Answering Yuyang Li author Zihe Yan author Tobias Käfer author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-raser https://aclanthology.org/2026.findings-aacl.219/ 2026-11 4295 4311 POLAR: Ontology-Guided Risk Prevention for Tool-Calling LLM Agents Yunju Kang author Seonghyeon Cho author Irene Li author Yeo Chan Yoon author Chanjun Park author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 kang-etal-2026-polar https://aclanthology.org/2026.findings-aacl.220/ 2026-11 4312 4328 Outgrowing the Curse of Multilinguality: Scaling Strategies for Efficient Language Adaptation Kevin Glocker author Kätriin Kukk author Romina Oji author Marcel Bollmann author Marco Kuhlmann author Jenny Kunz author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 glocker-etal-2026-outgrowing https://aclanthology.org/2026.findings-aacl.221/ 2026-11 4329 4344 Vouch: Counterfactual Contracts for Multi-Agent Coordination Abhay Bhandarkar author Vedanth Nanesha author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 bhandarkar-nanesha-2026-vouch https://aclanthology.org/2026.findings-aacl.222/ 2026-11 4345 4368 Towards Smart Exploration: Reinforcement Learning for LLM Agents Guided by Meta-Actions Hanwen Tong author Zhengqi Zhang author Ruixuan Lu author Jincheng Dai author Bin Yang author Bo Zheng author Feng Wei author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 tong-etal-2026-towards https://aclanthology.org/2026.findings-aacl.223/ 2026-11 4369 4388 Towards Universal Calibration for In-Context Classification Awik Dhar author Sunita Sarawagi author Arpit Agarwal author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 dhar-etal-2026-towards https://aclanthology.org/2026.findings-aacl.224/ 2026-11 4389 4418 Data Augmentation for Improving Contextual Faithfulness Under Knowledge Conflict Mohith Rajesh author Raj Maheshwari author Vashisth Tiwari author Yonatan Bisk author Emma Strubell author Jeremiah Milbauer author Jared Fernandez author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 rajesh-etal-2026-data https://aclanthology.org/2026.findings-aacl.225/ 2026-11 4419 4431 Adaptation, Not Algorithm: LoRA and Full Fine-Tuning Show Comparable Black-Box Jailbreak Degradation in Five Open-Weight LLMs Taleef Tamsal author Jonathan Rusert author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 tamsal-rusert-2026-adaptation https://aclanthology.org/2026.findings-aacl.226/ 2026-11 4432 4458 Cultural Awareness is Represented but Not Decoded: Tracing Mythological Knowledge across 18 Open-Source LLMs Iaroslav Chelombitko author Mika Hämäläinen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chelombitko-hamalainen-2026-cultural https://aclanthology.org/2026.findings-aacl.227/ 2026-11 4459 4502 Leveraging Articulatory Phonetic Groupings for Robust Speech Enhancement for Cochlear Implants in Complex Acoustic Environments Sohini Saha author Leslie M Collins author Boyla Mainsah author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 saha-etal-2026-leveraging https://aclanthology.org/2026.findings-aacl.228/ 2026-11 4503 4529 Superficial Reflection or Genuine Thought? A Fine-Grained Cognitive Analysis of Large Reasoning Models Yuxiang Chen author Zuohan Wu author Ziwei Wang author Xiangning Yu author Xujia Li author Linyi Yang author Mengyue Yang author Jun Wang author Lei Chen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-superficial https://aclanthology.org/2026.findings-aacl.229/ 2026-11 4530 4548 Beyond Diagnosis: Evaluating Recommendation Stability under Counterfactual Skin-Tone Perturbations Hyunwoo Yoo author Kyusik Kim author Gail Rosen author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 yoo-etal-2026-beyond https://aclanthology.org/2026.findings-aacl.230/ 2026-11 4549 4564 Revisiting Co-Evolution for Multi-Turn Safety Alignment: Limitations and Alignment Tax Mitigation Yoshiaki Sata author Kouta Nakayama author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 sata-nakayama-2026-revisiting https://aclanthology.org/2026.findings-aacl.231/ 2026-11 4565 4578 The Cost of Compression: A Rate-Distortion Limit on Factual Hallucination Wang Xi author Shijia Xu author Rongfeng Guo author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 xi-etal-2026-cost https://aclanthology.org/2026.findings-aacl.232/ 2026-11 4579 4598 Optimizing Reasoning LLMs for Automated Feature Engineering via Multi-Stage Direct Preference Optimization Mingzhi Hu author Menghai Pan author Yuzhong Chen author Junpeng Wang author Yingtong Dou author Vineeth Rakesh author Hoang Anh Duy Le author Uday Singh Saini author Xin Dai author Xiran Fan author Yuqing Liu author Yiwei Cai author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 hu-etal-2026-optimizing-reasoning https://aclanthology.org/2026.findings-aacl.233/ 2026-11 4599 4618 Synthesizing Code Completion Trajectories for Mid-training in Software Engineering Siwei Xu author Qiyuan Liu author Ruifan Li author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 xu-etal-2026-synthesizing https://aclanthology.org/2026.findings-aacl.234/ 2026-11 4619 4630 Parameter-Efficient Domain Adversarial Training for Lightweight Framewise Phoneme Classification Sohini Saha author Leslie M Collins author Boyla Mainsah author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 saha-etal-2026-parameter https://aclanthology.org/2026.findings-aacl.235/ 2026-11 4631 4648 M⌃4olGen: Multi-Agent, Multi-Stage Molecular Generation under Precise Multi-Property Constraints Yizhan Li author Florence Cloutier author Sifan Wu author Ali Parviz author Boris Knyazev author Yan Zhang author Glen Berseth author Bang Liu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 li-etal-2026-4olgen https://aclanthology.org/2026.findings-aacl.236/ 2026-11 4649 4662 When Should Language Models Search? A Topology-Aware Analysis of Reasoning Strategies Dibyanayan Bandyopadhyay author MD Tanzeel Adam Khan author Asif Ekbal author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 bandyopadhyay-etal-2026-language https://aclanthology.org/2026.findings-aacl.237/ 2026-11 4663 4681 Evaluating LLM-as-a-Judge Beyond Score Alignment: A Psychometric Analysis of Residual Judging Difficulty Longwei Cong author Sonja Hahn author Sebastian Gombert author Leon Camus author Fabian Zehner author Hendrik Drachsler author Ulf Kroehne author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 cong-etal-2026-evaluating https://aclanthology.org/2026.findings-aacl.238/ 2026-11 4682 4697 Efficient Multimodal Planning Agent for Visual Question-Answering Zhuo Chen author Xinyu Geng author Xinyu Wang author Yong Jiang author Zhen Zhang author Pengjun Xie author Kewei Tu author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-efficient-multimodal https://aclanthology.org/2026.findings-aacl.239/ 2026-11 4698 4718 YaPO: Learnable Sparse Activation Steering Vectors for Domain Adaptation Abdelaziz Bounhar author Rania Elbadry author Hadi Abdine author Preslav Nakov author Michalis Vazirgiannis author Guokan Shang author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 bounhar-etal-2026-yapo https://aclanthology.org/2026.findings-aacl.240/ 2026-11 4719 4740 Evaluation of Multilingual LLMs Personalized Text Generation Capabilities Targeting Groups and Social-Media Platforms Dominik Macko author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 macko-2026-evaluation https://aclanthology.org/2026.findings-aacl.241/ 2026-11 4741 4760 Reading Between the Layers: Cross-Modal Alignment and Representational Hierarchy in Vision Transformers Sugam Karki author Raúl Vázquez author Yova Kementchedjhieva author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 karki-etal-2026-reading https://aclanthology.org/2026.findings-aacl.242/ 2026-11 4761 4775 Large Language Models for Solid-Earth Geoscience: Applications, Modalities, and Memory-Reason-Act Techniques Yisu Chen author Yiran Zhang author Yifeng Dai author Puzhen Wu author Sirui Li author Wei Liu author Yihao Ding author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 chen-etal-2026-large-language https://aclanthology.org/2026.findings-aacl.243/ 2026-11 4776 4790 Probing Reasoning Length Control in Language Models via Neurons Dongwook Min author Jeonhwi Kang author Cheoneum Park author Seung-Hoon Na author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 min-etal-2026-probing https://aclanthology.org/2026.findings-aacl.244/ 2026-11 4791 4808 SeEM: Selective Dictionary-based Generation Hongyuan Lu author Zixuan Li author Wai Lam author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 lu-etal-2026-seem https://aclanthology.org/2026.findings-aacl.245/ 2026-11 4809 4830 Beyond Consensus: Diagnosing Coverage, Majority Bias, and Grounding Equity in High-Stakes Multi-Document Diversity Summarization Jane Arleth dela Cruz author Iris Hendrickx author Martha Larson author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 dela-cruz-etal-2026-beyond https://aclanthology.org/2026.findings-aacl.246/ 2026-11 4831 4845 DPDisc: From Factoid Questions to Data Product Requests for Open-World Data Product Discovery over Tables and Text Liangliang Zhang author Nandana Mihindukulasooriya author Niharika S D’Souza author Sola Shirai author Sarthak Dash author Yao Ma author Horst Samulowitz author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhang-etal-2026-dpdisc https://aclanthology.org/2026.findings-aacl.247/ 2026-11 4846 4865 Cleansing Fine-Tuning Data to Mitigate Backdoors in LLMs via the Base Model’s Inherent Generative Abilities Qi Zhao author Yan-Keon Elster author Christian Wressnegger author 2026-11 text Findings of the Association for Computational Linguistics: IJCNLP-AACL 2026 Yue Zhang editor Ruifeng Xu editor Ayu Purwarianti editor Tong Rong editor Jun Suzuki editor Association for Computational Linguistics Hengqin, China conference publication 979-8-89176-444-6 zhao-etal-2026-cleansing https://aclanthology.org/2026.findings-aacl.248/ 2026-11 4866 4886