ACL

HiligayNER: A Baseline Named Entity Recognition Model for Hiligaynon

James Ald Teves, Ray Daniel Cal, Josh Magdiel Villaluz, Jean Malolos, Mico Magtira, Ramon Rodriguez, Mideth Abisado, Joseph Marvin Imperial

机构 * Silliman University（锡利曼大学） ； National University Philippines（菲律宾国家大学） 纠错

Comments Camera-ready for PACLIC 2025 (ACL Proceedings)

MFTCXplain: A Multilingual Benchmark Dataset for Evaluating the Moral Reasoning of LLMs through Multi-hop Hate Speech Explanation

Jackson Trager, Francielle Vargas, Diego Alves, Matteo Guida, Mikel K. Ngueajio, Ameeta Agrawal, Yalda Daryani, Farzan Karimi-Malekabadi, Flor Miriam Plaza-del-Arco

机构 * University of Southern California（南加州大学） ； São Paulo State University（圣保罗州立大学） ； Saarland University（萨尔兰大学） ； University of Melbourne（墨尔本大学） ； Howard University（霍华德大学） ； Portland State University（波特兰州立大学） ； Leiden University（莱顿大学） 纠错

Comments Jackson Trager and Francielle Vargas contributed equally

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025

LADM: Long-context Training Data Selection with Attention-based Dependency Measurement for LLMs

Jianghao Chen, Junhong Wu, Yangyifan Xu, Jiajun Zhang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Zhongguancun Academy, Beijing, China（中关村学院，北京，中国） ； Wuhan AI Research（武汉人工智能研究所） 纠错

Comments ACL 2025, our code is available at https://github.com/ZNLP/LADM

Weed Out, Then Harvest: Dual Low-Rank Adaptation is an Effective Noisy Label Detector for Noise-Robust Learning

Bo Yuan, Yulin Chen, Yin Zhang

机构 * Zhejiang University（浙江大学） 纠错

Comments ACL 2025

SANTA: Separate Strategies for Inaccurate and Incomplete Annotation Noise in Distantly-Supervised Named Entity Recognition

Shuzheng Si, Zefan Cai, Shuang Zeng, Guoqiang Feng, Jiaxing Lin, Baobao Chang

机构 * National Key Laboratory for Multimedia Information Processing, Peking University（国家多媒体信息处理重点实验室，北京大学） ； School of Software and Microelectronics, Peking University（软件与微电子学院，北京大学） 纠错

Comments ACL 2023 (Findings)

AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker Simulation

Ming Wang, Peidong Wang, Lin Wu, Xiaocui Yang, Daling Wang, Shi Feng, Yuxin Chen, Bixuan Wang, Yifei Zhang

机构 * School of Computer Science and Engineering, Northeastern University（计算机科学与工程学院，东北大学） ； Mental Health Education Center, Northeastern University（心理健康教育中心，东北大学） ； School of Sociology and Psychology, Central University of Finance and Economics（社会学与心理学学院，中央财经大学） ； School of Psychology, Northeast Normal University（心理学学院，东北师范大学） 纠错

Journal ref Findings of the Association for Computational Linguistics: ACL 2025

Understanding the Repeat Curse in Large Language Models from a Feature Perspective

Junchi Yao, Shu Yang, Jianhua Xu, Lijie Hu, Mengdi Li, Di Wang

机构 * Provable Responsible AI and Data Analytics (PRADA) Lab（可证明责任AI与数据 analytics 实验室） ； King Abdullah University of Science and Technology（卡瓦尔阿卜杜勒拉大学科学与技术学院） ； University of Electronic Science and Technology of China（中国电子科学与技术大学） 纠错

Comments Accepted by ACL 2025, Findings, Long Paper

IRIS: An Iterative and Integrated Framework for Verifiable Causal Discovery in the Absence of Tabular Data

Tao Feng, Lizhen Qu, Niket Tandon, Gholamreza Haffari

机构 * Monash University（莫纳什大学） ； Microsoft Research, India（微软研究院，印度） 纠错

Comments ACL 2025

Towards Open Foundation Language Model and Corpus for Macedonian: A Low-Resource Language

Stefan Krsteski, Matea Tashkovska, Borjan Sazdov, Hristijan Gjoreski, Branislav Gerazov

Comments Camera-ready version accepted at SlavNLP-2025@ACL

AD-LLM: Benchmarking Large Language Models for Anomaly Detection

Tiankai Yang, Yi Nian, Shawn Li, Ruiyao Xu, Yuangang Li, Jiaqi Li, Zhuo Xiao, Xiyang Hu, Ryan Rossi, Kaize Ding, Xia Hu, Yue Zhao

机构 * University of Southern California（南加州大学） ； Northwestern University（西北大学） ； Arizona State University（亚利桑那州立大学） ； Adobe Research（Adobe研究） ； Rice University（里士满大学） 纠错

Comments Accepted to Findings of the Association for Computational Linguistics (ACL 2025), Vienna, Austria

On the Reliability of Large Language Models for Causal Discovery

Tao Feng, Lizhen Qu, Niket Tandon, Zhuang Li, Xiaoxi Kang, Gholamreza Haffari

机构 * Monash University（莫纳什大学） ； Microsoft Research, India（微软研究院，印度） 纠错

Comments ACL 2025

Blessing of Multilinguality: A Systematic Analysis of Multilingual In-Context Learning

Yilei Tu, Andrew Xue, Freda Shi

机构 * David R. Cheriton School of Computer Science, University of Waterloo（滑铁卢大学计算机科学学院） ； Vector Institute（向量研究所） ； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席） 纠错

Comments ACL 2025 Findings

A Formal Framework for Fluency-based Multi-Reference Evaluation in Grammatical Error Correction

Eitan Klinger, Zihao Huang, Tran Minh Nguyen, Emma Jayeon Park, Yige Chen, Yang Gu, Qingyu Gao, Siliang Liu, Mengyang Qiu, Jungyeul Park

Comments Submitted to ACL Rolling Review - October 2025 for EACL 2026

Mind the (Belief) Gap: Group Identity in the World of LLMs

Angana Borah, Marwa Houalla, Rada Mihalcea

机构 * University of Michigan - Ann Arbor（密歇根大学安阿伯分校） 纠错

Comments Accepted to ACL 2025 (Findings)

ECLM: Entity Level Language Model for Spoken Language Understanding with Chain of Intent

Shangjian Yin, Peijie Huang, Jiatian Chen, Haojing Huang, Yuhong Xu

机构 * College of Mathematics and Informatics, South China Agricultural University（数学与信息学学院，华南农业大学） ； Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） 纠错

Comments Published in ACL 2025

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), pages 21851-21862

CADReview: Automatically Reviewing CAD Programs with Error Detection and Correction

Jiali Chen, Xusen Hei, HongFei Liu, Yuancheng Wei, Zikun Deng, Jiayuan Xie, Yi Cai, Li Qing

机构 * School of Software Engineering, South China University of Technology（华南理工大学软件学院） ； Key Laboratory of Big Data and Intelligent Robot Ministry of Education（教育部大数据与智能机器人重点实验室） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

Comments ACL 2025 main conference

Generative Psycho-Lexical Approach for Constructing Value Systems in Large Language Models

Haoran Ye, Tianze Zhang, Yuhang Xie, Liyuan Zhang, Yuanyi Ren, Xin Zhang, Guojie Song

机构 * State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University（人工智能通用基础理论国家重点实验室，智能科学与技术学院，北京大学） ； Yuanpei College, Peking University（元培学院，北京大学） ； School of Psychological and Cognitive Sciences, Peking University（心理学与认知科学学院，北京大学） ； Key Laboratory of Machine Perception (Ministry of Education), Peking University（机器感知重点实验室（教育部），北京大学） ； PKU-Wuhan Institute for Artificial Intelligence（北京大学-武汉人工智能研究院） 纠错

Comments ACL 2025 Main

COLE: a Comprehensive Benchmark for French Language Understanding Evaluation

David Beauchemin, Yan Tremblay, Mohamed Amine Youssef, Richard Khoury

Comments Submitted to ACL Rolling Review of October

Hallucination Detox: Sensitivity Dropout (SenD) for Large Language Model Training

Shahrad Mohammadzadeh, Juan David Guerra, Marco Bonizzato, Reihaneh Rabbany, Golnoosh Farnadi

机构 * McGill University（麦吉尔大学） ； Polytechnique Montréal（蒙特利尔理工学院） ； Université de Montréal（蒙特利尔大学） ； Mila - Quebec Artificial Intelligence Institute（魁北克人工智能研究所） ； CIFAR AI Chair（CIFAR人工智能主席） 纠错

Comments Accepted to ACL 2025, accepted to Safe Generative AI Workshop @ NeurIPS 2024. Camera-ready version for ACL 2025 (to appear). Submitted July 2025

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 5538-5554, 2025

Mind Your Tone: Investigating How Prompt Politeness Affects LLM Accuracy (short paper)

Om Dobariya, Akhil Kumar

Comments 5 pages, 3 tables; includes Limitations and Ethical Considerations sections; short paper under submission to Findings of ACL 2025

Can Large Language Models generalize analogy solving like children can?

Claire E. Stevenson, Alexandra Pafford, Han L. J. van der Maas, Melanie Mitchell

机构 * Psychological Methods, University of Amsterdam, the Netherlands（心理学方法，阿姆斯特丹大学，荷兰） ； Sante Fe Institute, USA（圣菲研究所，美国） 纠错

Comments Accepted to Transactions of the Association for Computational Linguistics (TACL)

Micro-Act: Mitigating Knowledge Conflict in LLM-based RAG via Actionable Self-Reasoning

Nan Huo, Jinyang Li, Bowen Qin, Ge Qu, Xiaolong Li, Xiaodong Li, Chenhao Ma, Reynold Cheng

机构 * The University of Hong Kong（香港大学） ； BAAI（百度人工智能研究院） ； Xiamen University（厦门大学） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

Comments Accepted by ACL 2025 Main

Pre$^3$: Enabling Deterministic Pushdown Automata for Faster Structured LLM Generation

Junyi Chen, Shihao Bai, Zaijun Wang, Siyu Wu, Chuheng Du, Hailong Yang, Ruihao Gong, Shengzhong Liu, Fan Wu, Guihai Chen

机构 * Shanghai Jiao Tong University（上海交通大学） ； Beihang University（北京航空航天大学） ； Sensetime Research（商汤科技研究院） 纠错

Comments Published as a conference paper at ACL 2025

DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering

Rong Cheng, Jinyi Liu, Yan Zheng, Fei Ni, Jiazhen Du, Hangyu Mao, Fuzheng Zhang, Bo Wang, Jianye Hao

机构 * College of Intelligence and Computing, Tianjin University（智能与计算学院，天津大学） 纠错

Journal ref ACL 2025

Towards Economical Inference: Enabling DeepSeek's Multi-Head Latent Attention in Any Transformer-based LLMs

Tao Ji, Bin Guo, Yuanbin Wu, Qipeng Guo, Lixing Shen, Zhan Chen, Xipeng Qiu, Qi Zhang, Tao Gui

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院） ； School of Computer Science and Technology, East China Normal University（华东师范大学计算机科学与技术学院） ； Institute of Modern Languages and Linguistics, Fudan University（复旦大学现代语言与语言学研究所） ； Institute of Trustworthy Embodied Artificial Intelligence, Fudan University（复旦大学可信具身人工智能研究所） ； Shanghai Collaborative Innovation Center of Intelligent Visual Computing（上海智能视觉计算协同创新中心） ； Pengcheng Laboratory（鹏城实验室） ； Hikvision Inc（海康威视公司） 纠错

Comments 16 pages, 8 figures; Accepted to ACL 2025

Did Translation Models Get More Robust Without Anyone Even Noticing?

Ben Peters, André F. T. Martins

机构 * Instituto de Telecomunicações（电信研究所） ； Instituto Superior Técnico（技术高等学院） ； Universidade de Lisboa（里斯本大学） ； ELLIS Unit Lisbon (LUMLIS)（里斯本ELLIS单位（LUMLIS）） ； Unbabel 纠错

Comments ACL 2025 (Main) camera ready

SpeechWeave: Diverse Multilingual Synthetic Text & Audio Data Generation Pipeline for Training Text to Speech Models

Karan Dua, Puneet Mittal, Ranjeet Gupta, Hitesh Laxmichand Patel

机构 * Oracle AI 纠错

Comments Accepted at ACL 2025

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track) - 2025

Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion

Jianqing Zhu, Huang Huang, Zhihang Lin, Juhao Liang, Zhengyang Tang, Khalid Almubarak, Abdulmohsen Alharthik, Bang An, Juncai He, Xiangbo Wu, Fei Yu, Junying Chen, Zhuoheng Ma, Yuhao Du, He Zhang, Emad A. Alghamdi, Lian Zhang, Ruoyu Sun, Haizhou Li, Benyou Wang, Jinchao Xu

机构 * King Abdullah University of Science and Technology（国王阿卜杜勒阿齐兹大学科学与技术大学） ； Shenzhen International Center for Industrial and Applied Mathematics, Shenzhen Research Institute of Big Data（深圳国际工业与应用数学中心，深圳大数据研究院） ； Shenzhen Research Institute of Big Data（深圳大数据研究院） ； The Chinese University of Hong Kong（香港中文大学） ； King Abdulaziz University（国王阿卜杜勒阿齐兹大学） ； Prince Sattam bin Abdulaziz University（普林斯萨塔姆·本·阿卜杜勒阿齐兹大学） ； University of Bisha（比沙大学） 纠错

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

Language Models can Subtly Deceive Without Lying: A Case Study on Strategic Phrasing in Legislation

Atharvan Dogra, Krishna Pillutla, Ameet Deshpande, Ananya B Sai, John Nay, Tanmay Rajpurohit, Ashwin Kalyan, Balaraman Ravindran

机构 * Centre for Responsible AI, IIT Madras（IIT马德拉斯责任人工智能中心） ； Indian Institute of Technology Madras（印度马德拉斯理工学院） ； Princeton University（普林斯顿大学） ； Stanford University（斯坦福大学） 纠错

Comments 24 pages, 7 figures; published in Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), Volume 1: Long Papers; Anthology ID 2025.acl-long.1600

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Vienna, Austria, July 2025, pages 33367-33390

QGuard:Question-based Zero-shot Guard for Multi-modal LLM Safety

Taegyeong Lee, Jeonghwa Yoo, Hyoungseo Cho, Soo Yong Kim, Yunho Maeng

机构 * FnGuide Inc.（FnGuide公司） ； Safe Generative AI Lab, MODULABS（MODULABS安全生成AI实验室） ； A.I.MATICS Inc.（A.I.MATICS公司） ； Ewha Womans University（成均馆大学） 纠错

Comments Accept to ACLW 2025 (WOAH); fix typo

Journal ref ACL Workshop 2025