Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track)

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor 2025-07 Association for Computational Linguistics Vienna, Austria text conference publication 979-8-89176-288-6 acl-2025-industry 10.18653/v1/2025.acl-industry.0 https://aclanthology.org/2025.acl-industry.0/ ACL 2025 Industry Track: Overview Georg Rehm author Yunyao Li author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 rehm-li-2025-acl 10.18653/v1/2025.acl-industry.1 https://aclanthology.org/2025.acl-industry.1/ 2025-07 1 3 Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively Jiawei Gu author Shangsong Liang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 gu-liang-2025-speculative 10.18653/v1/2025.acl-industry.2 https://aclanthology.org/2025.acl-industry.2/ 2025-07 4 21 RAVEN: Robust Advertisement Video Violation Temporal Grounding via Reinforcement Reasoning Deyi Ji author Yuekui Yang author Haiyang Wu author Shaoping Ma author Tianrun Chen author Lanyun Zhu author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 ji-etal-2025-raven 10.18653/v1/2025.acl-industry.3 https://aclanthology.org/2025.acl-industry.3/ 2025-07 22 31 DistilQwen2.5: Industrial Practices of Training Distilled Open Lightweight Language Models Chengyu Wang author Junbing Yan author Yuanhao Yue author Jun Huang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wang-etal-2025-distilqwen2 10.18653/v1/2025.acl-industry.4 https://aclanthology.org/2025.acl-industry.4/ 2025-07 32 42 SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation Nicolas Bougie author Narimawa Watanabe author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 bougie-watanabe-2025-simuser 10.18653/v1/2025.acl-industry.5 https://aclanthology.org/2025.acl-industry.5/ 2025-07 43 60 Scaling Context, Not Parameters: Training a Compact 7B Language Model for Efficient Long-Context Processing Chen Wu author Yin Song author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wu-song-2025-scaling 10.18653/v1/2025.acl-industry.6 https://aclanthology.org/2025.acl-industry.6/ 2025-07 61 68 MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection Yibo Yan author Shen Wang author Jiahao Huo author Philip S Yu author Xuming Hu author Qingsong Wen author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 yan-etal-2025-mathagent 10.18653/v1/2025.acl-industry.7 https://aclanthology.org/2025.acl-industry.7/ 2025-07 69 82 Towards Multi-System Log Anomaly Detection Boyang Wang author Runqiang Zang author Hongcheng Guo author Shun Zhang author Shaosheng Cao author Donglin Di author Zhoujun Li author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wang-etal-2025-towards-multi 10.18653/v1/2025.acl-industry.8 https://aclanthology.org/2025.acl-industry.8/ 2025-07 83 91 LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection Bo Qu author Zhurong Wang author Daisuke Yagi author Zach Xu author Yang Zhao author Yinan Shan author Frank Zahradnik author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 qu-etal-2025-llm 10.18653/v1/2025.acl-industry.9 https://aclanthology.org/2025.acl-industry.9/ 2025-07 92 103 ORMind: A Cognitive-Inspired End-to-End Reasoning Framework for Operations Research Zhiyuan Wang author Bokui Chen author Yinya Huang author Qingxing Cao author Ming He author Jianping Fan author Xiaodan Liang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wang-etal-2025-ormind 10.18653/v1/2025.acl-industry.10 https://aclanthology.org/2025.acl-industry.10/ 2025-07 104 131 Multi-Step Generation of Test Specifications using Large Language Models for System-Level Requirements Dragan Milchevski author Gordon Frank author Anna Hätty author Bingqing Wang author Xiaowei Zhou author Zhe Feng author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 milchevski-etal-2025-multi 10.18653/v1/2025.acl-industry.11 https://aclanthology.org/2025.acl-industry.11/ 2025-07 132 146 RUBRIC-MQM : Span-Level LLM-as-judge in Machine Translation For High-End Models Ahrii Kim author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 kim-2025-rubric 10.18653/v1/2025.acl-industry.12 https://aclanthology.org/2025.acl-industry.12/ 2025-07 147 165 SocialForge: simulating the social internet to provide realistic training against influence operations Ulysse Oliveri author Guillaume Gadek author Alexandre Dey author Benjamin Costé author Damien Lolive author Arnaud Delhay author Bruno Grilheres author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 oliveri-etal-2025-socialforge 10.18653/v1/2025.acl-industry.13 https://aclanthology.org/2025.acl-industry.13/ 2025-07 166 178 TN-Eval: Rubric and Evaluation Protocols for Measuring the Quality of Behavioral Therapy Notes Raj Sanjay Shah author Lei Xu author Qianchu Liu author Jon Burnsky author Andrew Bertagnolli author Chaitanya Shivade author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 shah-etal-2025-tn 10.18653/v1/2025.acl-industry.14 https://aclanthology.org/2025.acl-industry.14/ 2025-07 179 199 Run LoRA Run: Faster and Lighter LoRA Implementations Daria Cherniuk author Aleksandr Mikhalev author Ivan Oseledets author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 cherniuk-etal-2025-run 10.18653/v1/2025.acl-industry.15 https://aclanthology.org/2025.acl-industry.15/ 2025-07 200 207 Genetic Instruct: Scaling up Synthetic Generation of Coding Instructions for Large Language Models Somshubra Majumdar author Vahid Noroozi author Mehrzad Samadi author Sean Narenthiran author Aleksander Ficek author Wasi Uddin Ahmad author Jocelyn Huang author Jagadeesh Balam author Boris Ginsburg author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 majumdar-etal-2025-genetic 10.18653/v1/2025.acl-industry.16 https://aclanthology.org/2025.acl-industry.16/ 2025-07 208 221 NeKo: Cross-Modality Post-Recognition Error Correction with Tasks-Guided Mixture-of-Experts Language Model Yen-Ting Lin author Zhehuai Chen author Piotr Zelasko author Zhen Wan author Xuesong Yang author Zih-Ching Chen author Krishna C Puvvada author Ke Hu author Szu-Wei Fu author Jun Wei Chiu author Jagadeesh Balam author Boris Ginsburg author Yu-Chiang Frank Wang author Chao-Han Huck Yang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 lin-etal-2025-neko 10.18653/v1/2025.acl-industry.17 https://aclanthology.org/2025.acl-industry.17/ 2025-07 222 236 Generating OpenAPI Specifications from Online API Documentation with Large Language Models Koren Lazar author Matan Vetzler author Kiran Kate author Jason Tsay author David Boaz author Himanshu Gupta author Avraham Shinnar author Rohith D Vallam author David Amid author Esther Goldbraich author Jim Laredo author Ateret Anaby Tavor author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 lazar-etal-2025-generating 10.18653/v1/2025.acl-industry.18 https://aclanthology.org/2025.acl-industry.18/ 2025-07 237 253 CoAlign: Uncertainty Calibration of LLM for Geospatial Repartition Zejun Xie author Zhiqing Hong author Wenjun Lyu author Haotian Wang author Guang Wang author Desheng Zhang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 xie-etal-2025-coalign 10.18653/v1/2025.acl-industry.19 https://aclanthology.org/2025.acl-industry.19/ 2025-07 254 263 Arctic-TILT. Business Document Understanding at Sub-Billion Scale Łukasz Borchmann author Michał Pietruszka author Wojciech Jaśkowski author Dawid Jurkiewicz author Piotr Halama author Paweł Józiak author Łukasz Garncarek author Paweł Liskowski author Karolina Szyndler author Andrzej Gretkowski author Julita Ołtusek author Gabriela Nowakowska author Artur Zawłocki author Łukasz Duhr author Paweł Dyda author Michał Turski author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 borchmann-etal-2025-arctic 10.18653/v1/2025.acl-industry.20 https://aclanthology.org/2025.acl-industry.20/ 2025-07 264 283 Graph-Linguistic Fusion: Using Language Models for Wikidata Vandalism Detection Mykola Trokhymovych author Lydia Pintscher author Ricardo Baeza-Yates author Diego Sáez Trumper author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 trokhymovych-etal-2025-graph 10.18653/v1/2025.acl-industry.21 https://aclanthology.org/2025.acl-industry.21/ 2025-07 284 294 LOTUS: A Leaderboard for Detailed Image Captioning from Quality to Societal Bias and User Preferences Yusuke Hirota author Boyi Li author Ryo Hachiuma author Yueh-Hua Wu author Boris Ivanovic author Marco Pavone author Yejin Choi author Yu-Chiang Frank Wang author Yuta Nakashima author Chao-Han Huck Yang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 hirota-etal-2025-lotus 10.18653/v1/2025.acl-industry.22 https://aclanthology.org/2025.acl-industry.22/ 2025-07 295 309 CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction Harsh Maheshwari author Srikanth Tenneti author Alwarappan Nakkiran author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 maheshwari-etal-2025-citefix 10.18653/v1/2025.acl-industry.23 https://aclanthology.org/2025.acl-industry.23/ 2025-07 310 317 Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond Liang Wen author Yunke Cai author Fenrui Xiao author Xin He author Qi An author Zhenyu Duan author Yimin Du author Junchen Liu author Lifu Tang author Xiaowei Lv author Haosheng Zou author Yongchao Deng author Shousheng Jia author Xiangzheng Zhang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wen-etal-2025-light 10.18653/v1/2025.acl-industry.24 https://aclanthology.org/2025.acl-industry.24/ 2025-07 318 327 Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing Álvaro Zaera author Diana Nicoleta Popa author Ivan Sekulic author Paolo Rosso author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zaera-etal-2025-efficient 10.18653/v1/2025.acl-industry.25 https://aclanthology.org/2025.acl-industry.25/ 2025-07 328 335 Transforming Podcast Preview Generation: From Expert Models to LLM-Based Systems Winstead Zhu author Ann Clifton author Azin Ghazimatin author Edgar Tanaka author Ward Ronan author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zhu-etal-2025-transforming 10.18653/v1/2025.acl-industry.26 https://aclanthology.org/2025.acl-industry.26/ 2025-07 336 344 A Perspective on LLM Data Generation with Few-shot Examples: from Intent to Kubernetes Manifest Antonino Angi author Liubov Nedoshivina author Alessio Sacco author Stefano Braghin author Mark Purcell author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 angi-etal-2025-perspective 10.18653/v1/2025.acl-industry.27 https://aclanthology.org/2025.acl-industry.27/ 2025-07 345 354 TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models Deyin Yi author Yihao Liu author Lang Cao author Mengyu Zhou author Haoyu Dong author Shi Han author Dongmei Zhang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 yi-etal-2025-tablepilot 10.18653/v1/2025.acl-industry.28 https://aclanthology.org/2025.acl-industry.28/ 2025-07 355 410 LogicQA: Logical Anomaly Detection with Vision Language Model Generated Questions Yejin Kwon author Daeun Moon author Youngje Oh author Hyunsoo Yoon author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 kwon-etal-2025-logicqa 10.18653/v1/2025.acl-industry.29 https://aclanthology.org/2025.acl-industry.29/ 2025-07 411 432 Model Merging for Knowledge Editing Zichuan Fu author Xian Wu author Guojing Li author Yingying Zhang author Yefeng Zheng author Tianshi Ming author Yejing Wang author Wanyu Wang author Xiangyu Zhao author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 fu-etal-2025-model 10.18653/v1/2025.acl-industry.30 https://aclanthology.org/2025.acl-industry.30/ 2025-07 433 443 HierGR: Hierarchical Semantic Representation Enhancement for Generative Retrieval in Food Delivery Search Fuwei Zhang author Xiaoyu Liu author Xinyu Jia author Yingfei Zhang author Zenghua Xia author Fei Jiang author Fuzhen Zhuang author Wei Lin author Zhao Zhang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zhang-etal-2025-hiergr 10.18653/v1/2025.acl-industry.31 https://aclanthology.org/2025.acl-industry.31/ 2025-07 444 455 Overlapping Context with Variable-Length Stride Increases Diversity when Training Large Language Model for Code Geonmo Gu author Jaeho Kwak author Haksoo Moon author Hyun Seung Shim author Yu Jin Kim author Byoungjip Kim author Moontae Lee author Hyejeong Jeon author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 gu-etal-2025-overlapping 10.18653/v1/2025.acl-industry.32 https://aclanthology.org/2025.acl-industry.32/ 2025-07 456 468 Generating Q&A Benchmarks for RAG Evaluation in Enterprise Settings Simone Filice author Guy Horowitz author David Carmel author Zohar Karnin author Liane Lewin-Eytan author Yoelle Maarek author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 filice-etal-2025-generating 10.18653/v1/2025.acl-industry.33 https://aclanthology.org/2025.acl-industry.33/ 2025-07 469 484 Grammar-Constrained Decoding Makes Large Language Models Better Logical Parsers Federico Raspanti author Tanir Ozcelebi author Mike Holenderski author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 raspanti-etal-2025-grammar 10.18653/v1/2025.acl-industry.34 https://aclanthology.org/2025.acl-industry.34/ 2025-07 485 499 AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization Abhinav Gupta author Devendra Singh author Greig A Cowan author N Kadhiresan author Siddharth Srivastava author Yagneswaran Sriraja author Yoages Kumar Mantri author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 gupta-etal-2025-autosumm 10.18653/v1/2025.acl-industry.35 https://aclanthology.org/2025.acl-industry.35/ 2025-07 500 509 RedactOR: An LLM-Powered Framework for Automatic Clinical Data De-Identification Praphul Singh author Charlotte Dzialo author Jangwon Kim author Sumana Srivatsa author Irfan Bulu author Sri Gadde author Krishnaram Kenthapadi author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 singh-etal-2025-redactor 10.18653/v1/2025.acl-industry.36 https://aclanthology.org/2025.acl-industry.36/ 2025-07 510 530 Conceptual Diagnostics for Knowledge Graphs and Large Language Models Rosario Uceda Sosa author Maria Chang author Karthikeyan Natesan Ramamurthy author Moninder Singh author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 sosa-etal-2025-conceptual 10.18653/v1/2025.acl-industry.37 https://aclanthology.org/2025.acl-industry.37/ 2025-07 531 540 QUPID: Quantified Understanding for Enhanced Performance, Insights, and Decisions in Korean Search Engines Ohjoon Kwon author Changsu Lee author Jihye Back author Lim Sun Suk author Inho Kang author Donghyeon Jeon author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 kwon-etal-2025-qupid 10.18653/v1/2025.acl-industry.38 https://aclanthology.org/2025.acl-industry.38/ 2025-07 541 552 Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction Yinghui Li author Shang Qin author Jingheng Ye author Haojing Huang author Yangning Li author Shu-Yu Guo author Libo Qin author Xuming Hu author Wenhao Jiang author Hai-Tao Zheng author Philip S Yu author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 li-etal-2025-rethinking 10.18653/v1/2025.acl-industry.39 https://aclanthology.org/2025.acl-industry.39/ 2025-07 553 567 EdgeInfinite: A Memory-Efficient Infinite-Context Transformer for Edge Devices Jiyu Chen author Shuang Peng author Daxiong Luo author Fan Yang author Renshou Wu author Fangyuan Li author Xiaoxin Chen author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 chen-etal-2025-edgeinfinite 10.18653/v1/2025.acl-industry.40 https://aclanthology.org/2025.acl-industry.40/ 2025-07 568 575 To Chat or Task: a Multi-turn Dialogue Generation Framework for Task-Oriented Dialogue Systems Daniel Rim author Minsoo Cho author Changwoo Chun author Jaegul Choo author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 rim-etal-2025-chat 10.18653/v1/2025.acl-industry.41 https://aclanthology.org/2025.acl-industry.41/ 2025-07 576 592 Scaling Under-Resourced TTS: A Data-Optimized Framework with Advanced Acoustic Modeling for Thai Yizhong Geng author Jizhuo Xu author Zeyu Liang author Jinghan Yang author Xiaoyi Shi author Xiaoyu Shen author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 geng-etal-2025-scaling 10.18653/v1/2025.acl-industry.42 https://aclanthology.org/2025.acl-industry.42/ 2025-07 593 604 ArchiDocGen: Multi-Agent Framework for Expository Document Generation in the Architectural Industry Junjie Jiang author Haodong Wu author Yongqi Zhang author Songyue Guo author Bingcen Liu author Caleb Chen Cao author Ruizhe Shao author Chao Guan author Peng Xu author Lei Chen author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 jiang-etal-2025-archidocgen 10.18653/v1/2025.acl-industry.43 https://aclanthology.org/2025.acl-industry.43/ 2025-07 605 618 Optimization before Evaluation: Evaluation with Unoptimized Prompts Can be Misleading Nicholas Sadjoli author Tim Siefken author Atin Ghosh author Yifan Mai author Daniel Dahlmeier author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 sadjoli-etal-2025-optimization 10.18653/v1/2025.acl-industry.44 https://aclanthology.org/2025.acl-industry.44/ 2025-07 619 638 Think Again! The Effect of Test-Time Compute on Preferences, Opinions, and Beliefs of Large Language Models George Kour author Itay Nakash author Michal Shmueli-Scheuer author Ateret Anaby Tavor author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 kour-etal-2025-think 10.18653/v1/2025.acl-industry.45 https://aclanthology.org/2025.acl-industry.45/ 2025-07 639 660 Learning from Litigation: Graphs for Retrieval and Reasoning in eDiscovery Sounak Lahiri author Sumit Pai author Tim Weninger author Sanmitra Bhattacharya author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 lahiri-etal-2025-learning 10.18653/v1/2025.acl-industry.46 https://aclanthology.org/2025.acl-industry.46/ 2025-07 661 671 LexGenie: Automated Generation of Structured Reports for European Court of Human Rights Case Law Santosh T.Y.S.S author Mahmoud Aly author Oana Ichim author Matthias Grabmair author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 t-y-s-s-etal-2025-lexgenie 10.18653/v1/2025.acl-industry.47 https://aclanthology.org/2025.acl-industry.47/ 2025-07 672 683 Speed Without Sacrifice: Fine-Tuning Language Models with Medusa and Knowledge Distillation in Travel Applications Daniel Zagyva author Emmanouil Stergiadis author Laurens van der Maas author Aleksandra Dokic author Eran Fainman author Ilya Gusev author Moran Beladev author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zagyva-etal-2025-speed 10.18653/v1/2025.acl-industry.48 https://aclanthology.org/2025.acl-industry.48/ 2025-07 684 692 Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs Maxime Delmas author Magdalena Wysocka author Danilo Gusicuma author Andre Freitas author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 delmas-etal-2025-accelerating 10.18653/v1/2025.acl-industry.49 https://aclanthology.org/2025.acl-industry.49/ 2025-07 693 705 Proactive Guidance of Multi-Turn Conversation in Industrial Search Xiaoyu Li author Xiao Li author Li Gao author Yiding Liu author Xiaoyang Wang author Shuaiqiang Wang author Junfeng Wang author Dawei Yin author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 li-etal-2025-proactive 10.18653/v1/2025.acl-industry.50 https://aclanthology.org/2025.acl-industry.50/ 2025-07 706 717 SpeechWeave: Diverse Multilingual Synthetic Text & Audio Data Generation Pipeline for Training Text to Speech Models Karan Dua author Puneet Mittal author Ranjeet Gupta author Hitesh Laxmichand Patel author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 dua-etal-2025-speechweave 10.18653/v1/2025.acl-industry.51 https://aclanthology.org/2025.acl-industry.51/ 2025-07 718 737 Privacy Preserving Data Selection for Bias Mitigation in Speech Models Alkis Koudounas author Eliana Pastor author Vittorio Mazzia author Manuel Giollo author Thomas Gueudre author Elisa Reale author Luca Cagliero author Sandro Cumani author Luca De Alfaro author Elena Baralis author Daniele Amberti author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 koudounas-etal-2025-privacy 10.18653/v1/2025.acl-industry.52 https://aclanthology.org/2025.acl-industry.52/ 2025-07 738 748 ComRAG: Retrieval-Augmented Generation with Dynamic Vector Stores for Real-time Community Question Answering in Industry Qinwen Chen author Wenbiao Tao author Zhiwei Zhu author Mingfan Xi author Liangzhong Guo author Yuan Wang author Wei Wang author Yunshi Lan author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 chen-etal-2025-comrag 10.18653/v1/2025.acl-industry.53 https://aclanthology.org/2025.acl-industry.53/ 2025-07 749 763 PlanGPT: Enhancing Urban Planning with a Tailored Agent Framework He Zhu author Guanhua Chen author Wenjia Zhang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zhu-etal-2025-plangpt 10.18653/v1/2025.acl-industry.54 https://aclanthology.org/2025.acl-industry.54/ 2025-07 764 783 FoodTaxo: Generating Food Taxonomies with Large Language Models Pascal Wullschleger author Majid Zarharan author Donnacha Daly author Marc Pouly author Jennifer Foster author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wullschleger-etal-2025-foodtaxo 10.18653/v1/2025.acl-industry.55 https://aclanthology.org/2025.acl-industry.55/ 2025-07 784 803 Enriching children’s stories with LLMs: Delivering multilingual data enrichment for children’s books at scale and across markets Zarah Weiss author Christof Meyer author Mikael Andersson author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 weiss-etal-2025-enriching 10.18653/v1/2025.acl-industry.56 https://aclanthology.org/2025.acl-industry.56/ 2025-07 804 812 Advanced Messaging Platform (AMP): Pipeline for Automated Enterprise Email Processing Simerjot Kaur author Charese Smiley author Keshav Ramani author Elena Kochkina author Mathieu Sibue author Samuel Mensah author Pietro Totis author Cecilia Tilli author Toyin Aguda author Daniel Borrajo author Manuela Veloso author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 kaur-etal-2025-advanced 10.18653/v1/2025.acl-industry.57 https://aclanthology.org/2025.acl-industry.57/ 2025-07 813 825 Semantic Outlier Removal with Embedding Models and LLMs Eren Akbiyik author João F M De Almeida author Rik Melis author Ritu Sriram author Viviana Petrescu author Vilhjálmur Vilhjálmsson author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 akbiyik-etal-2025-semantic 10.18653/v1/2025.acl-industry.58 https://aclanthology.org/2025.acl-industry.58/ 2025-07 826 835 SLENDER: Structured Outputs for SLM-based NER in Low-Resource Englishes Nicole Ren author James Teo author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 ren-teo-2025-slender 10.18653/v1/2025.acl-industry.59 https://aclanthology.org/2025.acl-industry.59/ 2025-07 836 849 A Large-Scale Real-World Evaluation of an LLM-Based Virtual Teaching Assistant Sunjun Kweon author Sooyohn Nam author Hyunseung Lim author Hwajung Hong author Edward Choi author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 kweon-etal-2025-large 10.18653/v1/2025.acl-industry.60 https://aclanthology.org/2025.acl-industry.60/ 2025-07 850 864 Operational Advice for Dense and Sparse Retrievers: HNSW, Flat, or Inverted Indexes? Jimmy Lin author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 lin-2025-operational 10.18653/v1/2025.acl-industry.61 https://aclanthology.org/2025.acl-industry.61/ 2025-07 865 872 Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation Zixuan Wang author Jinghao Shi author Hanzhong Liang author Xiang Shen author Vera Wen author Zhiqian Chen author Yifan Wu author Zhixin Zhang author Hongyu Xiong author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wang-etal-2025-filter 10.18653/v1/2025.acl-industry.62 https://aclanthology.org/2025.acl-industry.62/ 2025-07 873 880 ASK: Aspects and Retrieval based Hybrid Clarification in Task Oriented Dialogue Systems Rishav Sahay author Lavanya Sita Tekumalla author Purav Aggarwal author Arihant Jain author Anoop Saladi author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 sahay-etal-2025-ask 10.18653/v1/2025.acl-industry.63 https://aclanthology.org/2025.acl-industry.63/ 2025-07 881 895 LEAP & LEAN: Look-ahead Planning and Agile Navigation for LLM Agents Nikhil Verma author Manasa Bharadwaj author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 verma-bharadwaj-2025-leap 10.18653/v1/2025.acl-industry.64 https://aclanthology.org/2025.acl-industry.64/ 2025-07 896 933 MotiR: Motivation-aware Retrieval for Long-Tail Recommendation Kaichen Zhao author Mingming Li author Haiquan Zhao author Kuien Liu author Zhixu Li author Xueying Li author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zhao-etal-2025-motir 10.18653/v1/2025.acl-industry.65 https://aclanthology.org/2025.acl-industry.65/ 2025-07 934 945 A Framework for Flexible Extraction of Clinical Event Contextual Properties from Electronic Health Records Shubham Agarwal author Thomas Searle author Mart Ratas author Anthony Shek author James Teo author Richard Dobson author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 agarwal-etal-2025-framework 10.18653/v1/2025.acl-industry.66 https://aclanthology.org/2025.acl-industry.66/ 2025-07 946 959 Enhancing LLM-as-a-Judge through Active-Sampling-based Prompt Optimization Cheng Zhen author Ervine Zheng author Jilong Kuang author Geoffrey Jay Tso author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zhen-etal-2025-enhancing 10.18653/v1/2025.acl-industry.67 https://aclanthology.org/2025.acl-industry.67/ 2025-07 960 970 Small Language Models in the Real World: Insights from Industrial Text Classification Lujun Li author Lama Sleem author Niccolo’ Gentile author Geoffrey Nichil author Radu State author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 li-etal-2025-small 10.18653/v1/2025.acl-industry.68 https://aclanthology.org/2025.acl-industry.68/ 2025-07 971 982 AutoChunker: Structured Text Chunking and its Evaluation Arihant Jain author Purav Aggarwal author Anoop Saladi author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 jain-etal-2025-autochunker 10.18653/v1/2025.acl-industry.69 https://aclanthology.org/2025.acl-industry.69/ 2025-07 983 995 User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems Jianling Wang author Yifan Liu author Yinghao Sun author Xuejian Ma author Yueqi Wang author He Ma author Zhengyang Su author Minmin Chen author Mingyan Gao author Onkar Dalal author Ed H Chi author Lichan Hong author Ningren Han author Haokai Lu author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wang-etal-2025-user 10.18653/v1/2025.acl-industry.70 https://aclanthology.org/2025.acl-industry.70/ 2025-07 996 1003 SQLGenie: A Practical LLM based System for Reliable and Efficient SQL Generation Pushpendu Ghosh author Aryan Jain author Promod Yenigalla author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 ghosh-etal-2025-sqlgenie 10.18653/v1/2025.acl-industry.71 https://aclanthology.org/2025.acl-industry.71/ 2025-07 1004 1012 Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems Hansa Meghwani author Amit Agarwal author Priyaranjan Pattnayak author Hitesh Laxmichand Patel author Srikant Panda author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 meghwani-etal-2025-hard 10.18653/v1/2025.acl-industry.72 https://aclanthology.org/2025.acl-industry.72/ 2025-07 1013 1026 Interpretable Company Similarity with Sparse Autoencoders Marco Molinari author Victor Shao author Luca Imeneo author Mateusz Mikolajczak author Abhimanyu Pandey author Vladimir Tregubiak author Sebastião Kuznetsov Ryder Torres Pereira author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 molinari-etal-2025-interpretable 10.18653/v1/2025.acl-industry.73 https://aclanthology.org/2025.acl-industry.73/ 2025-07 1027 1038 Domain Adaptation of Foundation LLMs for e-Commerce Christian Herold author Michael Kozielski author Tala Bazazo author Pavel Petrushkov author Yannick Versley author Seyyed Hadi Hashemi author Patrycja Cieplicka author Dominika Basaj author Shahram Khadivi author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 herold-etal-2025-domain 10.18653/v1/2025.acl-industry.74 https://aclanthology.org/2025.acl-industry.74/ 2025-07 1039 1049 sudo rm -rf agentic_security Sejin Lee author Jian Kim author Haon Park author Ashkan Yousefpour author Sangyoon Yu author Min Song author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 lee-etal-2025-sudo 10.18653/v1/2025.acl-industry.75 https://aclanthology.org/2025.acl-industry.75/ 2025-07 1050 1071 MedPlan: A Two-Stage RAG-Based System for Personalized Medical Plan Generation Hsin-Ling Hsu author Cong-Tinh Dao author Luning Wang author Zitao Shuai author Thao Nguyen Minh Phan author Jun-En Ding author Chun-Chieh Liao author Pengfei Hu author Xiaoxue Han author Chih-Ho Hsu author Dongsheng Luo author Wen-Chih Peng author Feng Liu author Fang-Ming Hung author Chenwei Wu author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 hsu-etal-2025-medplan 10.18653/v1/2025.acl-industry.76 https://aclanthology.org/2025.acl-industry.76/ 2025-07 1072 1082 AIDE: Attribute-Guided MultI-Hop Data Expansion for Data Scarcity in Task-Specific Fine-tuning Jiayu Li author Jennifer Zhu author Fang Liu author Yanjun Qi author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 li-etal-2025-aide 10.18653/v1/2025.acl-industry.77 https://aclanthology.org/2025.acl-industry.77/ 2025-07 1083 1101 Synthesizing and Adapting Error Correction Data for Mobile Large Language Model Applications Yanxiang Zhang author Zheng Xu author Shanshan Wu author Yuanbo Zhang author Daniel Ramage author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zhang-etal-2025-synthesizing 10.18653/v1/2025.acl-industry.78 https://aclanthology.org/2025.acl-industry.78/ 2025-07 1102 1112 MultiMed: Multilingual Medical Speech Recognition via Attention Encoder Decoder Khai Le-Duc author Phuc Phan author Tan-Hanh Pham author Bach Phan Tat author Minh-Huong Ngo author Thanh Nguyen-Tang author Truong-Son Hy author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 le-duc-etal-2025-multimed 10.18653/v1/2025.acl-industry.79 https://aclanthology.org/2025.acl-industry.79/ 2025-07 1113 1150 MICE: Mixture of Image Captioning Experts Augmented e-Commerce Product Attribute Value Extraction Jiaying Gong author Hongda Shen author Janet Jenq author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 gong-etal-2025-mice 10.18653/v1/2025.acl-industry.80 https://aclanthology.org/2025.acl-industry.80/ 2025-07 1151 1160 FINKRX: Establishing Best Practices for Korean Financial NLP Guijin Son author Hyunwoo Ko author Hanearl Jung author Chami Hwang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 son-etal-2025-finkrx 10.18653/v1/2025.acl-industry.81 https://aclanthology.org/2025.acl-industry.81/ 2025-07 1161 1174 Sentiment Reasoning for Healthcare Khai-Nguyen Nguyen author Khai Le-Duc author Bach Phan Tat author Le Duy author Long Vo-Dang author Truong-Son Hy author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 nguyen-etal-2025-sentiment 10.18653/v1/2025.acl-industry.82 https://aclanthology.org/2025.acl-industry.82/ 2025-07 1175 1202 Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning? Md Tahmid Rahman Laskar author Mohammed Saidul Islam author Ridwan Mahbub author Ahmed Masry author Mizanur Rahman author Amran Bhuiyan author Mir Tafseer Nayeem author Shafiq Joty author Enamul Hoque author Jimmy Xiangji Huang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 laskar-etal-2025-judging 10.18653/v1/2025.acl-industry.83 https://aclanthology.org/2025.acl-industry.83/ 2025-07 1203 1216 OccuTriage: An AI Agent Orchestration Framework for Occupational Health Triage Prediction Alok Kumar Sahu author Yi Sun author Eamonn Swanton author Farshid Amirabdollahian author Abi Wren author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for 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author Huayun Zhang author Yanfeng Lu author Xiaoxue Gao author Stella Xin Yin author Sun He author Hock Huan Goh author Lung Hsiang Wong author Nancy F Chen author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 liu-etal-2025-singakids 10.18653/v1/2025.acl-industry.86 https://aclanthology.org/2025.acl-industry.86/ 2025-07 1244 1253 Unifying Streaming and Non-streaming Zipformer-based ASR Bidisha Sharma author Karthik Pandia D S author Shankar Venkatesan author Jeena J Prakash author Shashi Kumar author Malolan Chetlur author Andreas Stolcke author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 sharma-etal-2025-unifying 10.18653/v1/2025.acl-industry.87 https://aclanthology.org/2025.acl-industry.87/ 2025-07 1254 1262 A Semi-supervised Scalable Unified Framework for E-commerce Query Classification Chunyuan Yuan author Chong Zhang author Zhen Fang author Ming Pang author Xue Jiang author Changping Peng author Zhangang Lin author Ching Law author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 yuan-etal-2025-semi 10.18653/v1/2025.acl-industry.88 https://aclanthology.org/2025.acl-industry.88/ 2025-07 1263 1271 CodeIF: Benchmarking the Instruction-Following Capabilities of Large Language Models for Code Generation Kaiwen Yan author Hongcheng Guo author Xuanqing Shi author Shaosheng Cao author Donglin Di author Zhoujun Li author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 yan-etal-2025-codeif 10.18653/v1/2025.acl-industry.89 https://aclanthology.org/2025.acl-industry.89/ 2025-07 1272 1286 BI-Bench : A Comprehensive Benchmark Dataset and Unsupervised Evaluation for BI Systems Ankush Gupta author Aniya Aggarwal author Shivangi Bithel author Arvind Agarwal author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 gupta-etal-2025-bi 10.18653/v1/2025.acl-industry.90 https://aclanthology.org/2025.acl-industry.90/ 2025-07 1287 1299 Reinforcement Learning for Adversarial Query Generation to Enhance Relevance in Cold-Start Product Search Akshay Jagatap author Neeraj Anand author Sonali Singh author Prakash Mandayam Comar author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 jagatap-etal-2025-reinforcement 10.18653/v1/2025.acl-industry.91 https://aclanthology.org/2025.acl-industry.91/ 2025-07 1300 1307 Auto Review: Second Stage Error Detection for Highly Accurate Information Extraction from Phone Conversations Ayesha Qamar author Arushi Raghuvanshi author Conal Sathi author Youngseo Son author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 qamar-etal-2025-auto 10.18653/v1/2025.acl-industry.92 https://aclanthology.org/2025.acl-industry.92/ 2025-07 1308 1321 From Recall to Creation: Generating Follow-Up Questions Using Bloom’s Taxonomy and Grice’s Maxims Archana Yadav author Harshvivek Kashid author Medchalimi Sruthi author B JayaPrakash author Chintalapalli Raja Kullayappa author Mandala Jagadeesh Reddy author Pushpak Bhattacharyya author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 yadav-etal-2025-recall 10.18653/v1/2025.acl-industry.93 https://aclanthology.org/2025.acl-industry.93/ 2025-07 1322 1338 A Parallelized Framework for Simulating Large-Scale LLM Agents with Realistic Environments and Interactions Jun Zhang author Yuwei Yan author Junbo Yan author Zhiheng Zheng author Jinghua Piao author Depeng Jin author Yong Li author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 zhang-etal-2025-parallelized 10.18653/v1/2025.acl-industry.94 https://aclanthology.org/2025.acl-industry.94/ 2025-07 1339 1349 ENGinius: A Bilingual LLM Optimized for Plant Construction Engineering Wooseong Lee author Minseo Kim author Taeil Hur author Gyeong Hwan Jang author Woncheol Lee author Maro Na author Taeuk Kim author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 lee-etal-2025-enginius 10.18653/v1/2025.acl-industry.95 https://aclanthology.org/2025.acl-industry.95/ 2025-07 1350 1364 Consistency-Aware Online Multi-Objective Alignment for Related Search Query Generation Shuxian Bi author Chongming Gao author Wenjie Wang author Yueqi Mou author Chenxu Wang author Tang Biao author Peng Yan author Fuli Feng author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 bi-etal-2025-consistency 10.18653/v1/2025.acl-industry.96 https://aclanthology.org/2025.acl-industry.96/ 2025-07 1365 1377 Towards Generating Controllable and Solvable Geometry Problem by Leveraging Symbolic Deduction Engine Zhuoxuan Jiang author Tianyang Zhang author Peiyan Peng author Jing Chen author Yinong Xun author Haotian Zhang author Lichi Li author Yong Li author Shaohua Zhang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 jiang-etal-2025-towards-generating 10.18653/v1/2025.acl-industry.97 https://aclanthology.org/2025.acl-industry.97/ 2025-07 1378 1398 TableCoder: Table Extraction from Text via Reliable Code Generation Haoyu Dong author Yue Hu author Huailiang Peng author Yanan Cao author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 dong-etal-2025-tablecoder 10.18653/v1/2025.acl-industry.98 https://aclanthology.org/2025.acl-industry.98/ 2025-07 1399 1412 Are LLMs reliable? An exploration of the reliability of large language models in clinical note generation Kristine Ann M Carandang author Jasper Meynard Arana author Ethan Robert Casin author Christopher Monterola author Daniel Stanley Tan author Jesus Felix B Valenzuela author Christian Alis author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 carandang-etal-2025-llms 10.18653/v1/2025.acl-industry.99 https://aclanthology.org/2025.acl-industry.99/ 2025-07 1413 1422 REVISE: A Framework for Revising OCRed text in Practical Information Systems with Data Contamination Strategy Gyuho Shim author Seongtae Hong author Heuiseok Lim author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 shim-etal-2025-revise 10.18653/v1/2025.acl-industry.100 https://aclanthology.org/2025.acl-industry.100/ 2025-07 1423 1434 TaDA: Training-free recipe for Decoding with Adaptive KV Cache Compression and Mean-centering Vinay Joshi author Pratik Prabhanjan Brahma author Zicheng Liu author Emad Barsoum author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 joshi-etal-2025-tada 10.18653/v1/2025.acl-industry.101 https://aclanthology.org/2025.acl-industry.101/ 2025-07 1435 1443 Convert Language Model into a Value-based Strategic Planner Xiaoyu Wang author Yue Zhao author Qingqing Gu author Zhonglin Jiang author Yong Chen author Luo Ji author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 wang-etal-2025-convert 10.18653/v1/2025.acl-industry.102 https://aclanthology.org/2025.acl-industry.102/ 2025-07 1444 1456 MIRA: Empowering One-Touch AI Services on Smartphones with MLLM-based Instruction Recommendation Zhipeng Bian author Jieming Zhu author Xuyang Xie author Quanyu Dai author Zhou Zhao author Zhenhua Dong author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 bian-etal-2025-mira 10.18653/v1/2025.acl-industry.103 https://aclanthology.org/2025.acl-industry.103/ 2025-07 1457 1465 ConCodeEval: Evaluating Large Language Models for Code Constraints in Domain-Specific Languages Mehant Kammakomati author Sameer Pimparkhede author Srikanth G Tamilselvam author Prince Kumar author Pushpak Bhattacharyya author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 kammakomati-etal-2025-concodeeval 10.18653/v1/2025.acl-industry.104 https://aclanthology.org/2025.acl-industry.104/ 2025-07 1466 1479 Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Rafał Poświata author Marcin Michał Mirończuk author Sławomir Dadas author Małgorzata Grębowiec author Michał Perełkiewicz author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 poswiata-etal-2025-unveiling 10.18653/v1/2025.acl-industry.105 https://aclanthology.org/2025.acl-industry.105/ 2025-07 1480 1497 Enhancing Marker Scoring Accuracy through Ordinal Confidence Modelling in Educational Assessments Abhirup Chakravarty author Mark Brenchley author Trevor Breakspear author Ian Lewin author Yan Huang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 chakravarty-etal-2025-enhancing 10.18653/v1/2025.acl-industry.106 https://aclanthology.org/2025.acl-industry.106/ 2025-07 1498 1507 A Practical Approach for Building Production-Grade Conversational Agents with Workflow Graphs Chiwan Park author Wonjun Jang author Daeryong Kim author Aelim Ahn author Kichang Yang author Woosung Hwang author Jihyeon Roh author Hyerin Park author Hyosun Wang author Min Seok Kim author Jihoon Kang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 park-etal-2025-practical 10.18653/v1/2025.acl-industry.107 https://aclanthology.org/2025.acl-industry.107/ 2025-07 1508 1519 EXPLAIN: Enhancing Retrieval-Augmented Generation with Entity Summary Yaozhen Liang author Xiao Liu author Jiajun Yu author Zhouhua Fang author Qunsheng Zou author Linghan Zheng author Yong Li author Zhiwei Liu author Haishuai Wang author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 liang-etal-2025-explain 10.18653/v1/2025.acl-industry.108 https://aclanthology.org/2025.acl-industry.108/ 2025-07 1520 1529 EcoDoc: A Cost-Efficient Multimodal Document Processing System for Enterprises Using LLMs Ravi K Rajendran author Biplob Debnath author Murugan Sankaradass author Srimat Chakradhar author 2025-07 text Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) Georg Rehm editor Yunyao Li editor Association for Computational Linguistics Vienna, Austria conference publication 979-8-89176-288-6 rajendran-etal-2025-ecodoc 10.18653/v1/2025.acl-industry.109 https://aclanthology.org/2025.acl-industry.109/ 2025-07 1530 1537