ACL

Semantic Outlier Removal with Embedding Models and LLMs

Eren Akbiyik, João Almeida, Rik Melis, Ritu Sriram, Viviana Petrescu, Vilhjálmur Vilhjálmsson

Comments Accepted to the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025) Industry Track, 10 pages

VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service

Xiasi Wang, Tianliang Yao, Simin Chen, Runqi Wang, Lei YE, Kuofeng Gao, Yi Huang, Yuan Yao

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Tongji University（同济大学） ； Beijing Jiaotong University（北京交通大学） ； Huawei（华为） ； Tsinghua University（清华大学） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

Comments Accepted by ACL 2025

DeepRTL2: A Versatile Model for RTL-Related Tasks

Yi Liu, Hongji Zhang, Yunhao Zhou, Zhengyuan Shi, Changran Xu, Qiang Xu

机构 * The Chinese University of Hong Kong（香港中文大学） ； National Technology Innovation Center for EDA（EDA国家技术创新中心） 纠错

Comments ACL 2025 Findings

QG-SMS: Enhancing Test Item Analysis via Student Modeling and Simulation

Bang Nguyen, Tingting Du, Mengxia Yu, Lawrence Angrave, Meng Jiang

机构 * University of Notre Dame（诺特大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments Camera Ready - ACL 2025 Main

Dynamic Knowledge Integration for Evidence-Driven Counter-Argument Generation with Large Language Models

Anar Yeginbergen, Maite Oronoz, Rodrigo Agerri

机构 * HiTZ Center - Ixa, University of the Basque Country UPV/EHU（巴斯克大学HiTZ中心） 纠错

Comments ACL 2025

Coreference as an indicator of context scope in multimodal narrative

Nikolai Ilinykh, Shalom Lappin, Asad Sayeed, Sharid Loáiciga

Comments 19 pages, 4 tables. Accepted to GEM2 Workshop: Generation, Evaluation & Metrics at ACL 2025

Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling

Junyi Li, Hwee Tou Ng

机构 * Department of Computer Science, National University of Singapore（计算机科学系，新加坡国立大学） 纠错

Comments ACL 2025

Reranking-based Generation for Unbiased Perspective Summarization

Narutatsu Ri, Nicholas Deas, Kathleen McKeown

机构 * Department of Computer Science, Columbia University（计算机科学系，哥伦比亚大学） 纠错

Comments ACL 2025 Findings

BriefMe: A Legal NLP Benchmark for Assisting with Legal Briefs

Jesse Woo, Fateme Hashemi Chaleshtori, Ana Marasović, Kenneth Marino

Comments ACL Findings 2025; 10 pages main, 5 pages references, 37 pages appendix

FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation

Wei Li, Xin Zhang, Zhongxin Guo, Shaoguang Mao, Wen Luo, Guangyue Peng, Yangyu Huang, Houfeng Wang, Scarlett Li

机构 * State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University（信息处理国家重点实验室，计算机学院，北京大学） ； Microsoft Research Asia（微软亚洲研究院） 纠错

Comments V2, Accepted by ACL 2025 main conference

Batayan: A Filipino NLP benchmark for evaluating Large Language Models

Jann Railey Montalan, Jimson Paulo Layacan, David Demitri Africa, Richell Isaiah Flores, Michael T. Lopez, Theresa Denise Magsajo, Anjanette Cayabyab, William Chandra Tjhi

机构 * AI Singapore（AI新加坡） ； National University of Singapore（新加坡国立大学） ； Ateneo de Manila University（马尼拉大学） ； University of Cambridge（剑桥大学） 纠错

Comments Accepted to ACL 2025 (Main Conference)

Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives

Zhihu Wang, Shiwan Zhao, Yu Wang, Heyuan Huang, Sitao Xie, Yubo Zhang, Jiaxin Shi, Zhixing Wang, Hongyan Li, Junchi Yan

机构 * Huawei Technologies Ltd.（华为技术有限公司） ； Nankai University（南开大学） ； Xi’an Jiaotong University（西安交通大学） ； Shanghai Jiaotong University（上海交通大学） 纠错

Comments ACL 2025 Findings; First three authors contributed equally

Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability

Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe

机构 * Nara Institute of Science and Technology（奈良科学技術大學） 纠错

Comments ACL 2025 Main

WikiMixQA: A Multimodal Benchmark for Question Answering over Tables and Charts

Negar Foroutan, Angelika Romanou, Matin Ansaripour, Julian Martin Eisenschlos, Karl Aberer, Rémi Lebret

机构 * EPFL（苏黎世联邦理工学院） ； Google DeepMind（谷歌DeepMind） ； Universidad Nacional de Córdoba（国家科隆大学） 纠错

Comments ACL 2025 (Findings)

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models

Zhengyang Shan, Emily Ruth Diana, Jiawei Zhou

机构 * Boston University（波士顿大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Stony Brook University（石溪大学） 纠错

Comments Accepted by ACL 2025 Main

Enhancing Hyperbole and Metaphor Detection with Their Bidirectional Dynamic Interaction and Emotion Knowledge

Li Zheng, Sihang Wang, Hao Fei, Zuquan Peng, Fei Li, Jianming Fu, Chong Teng, Donghong Ji

机构 * Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University（航空信息安全与可信计算重点实验室、教育部、网络安全科学与工程学院、武汉大学） ； National University of Singapore（新加坡国立大学） 纠错

Comments Accepted by ACL 2025

COSMMIC: Comment-Sensitive Multimodal Multilingual Indian Corpus for Summarization and Headline Generation

Raghvendra Kumar, S. A. Mohammed Salman, Aryan Sahu, Tridib Nandi, Pragathi Y. P., Sriparna Saha, Jose G. Moreno

机构 * Department of Computer Science and Engineering, Indian Institute of Technology Patna, India（印度理工学院帕纳分校计算机科学与工程系） ； Department of Metallurgical and Materials Engineering, National Institute of Technology Tiruchirappalli, India（印度理工学院 Tiruchirappalli 金属与材料工程系） ； Department of Computer Science and Information Systems, BITS Pilani – Goa Campus, India（比斯·帕尼学院 Goa 分校计算机科学与信息系统系） ； Department of Computer Science and Engineering, Indian Institute of Information Technology Vadodara, India（印度信息科技学院瓦达拉分校计算机科学与工程系） ； Department of Computer Science and Engineering, B.M.S. College of Engineering, Bangalore, India（班加罗尔 B.M.S. 工程学院计算机科学与工程系） ； Université de Toulouse, IRIT UMR 5505 CNRS, France（图卢兹大学 IRIT UMR 5505 CNRS 实验室） 纠错

Comments ACL 2025 MAINs

Improving Dialogue Discourse Parsing through Discourse-aware Utterance Clarification

Yaxin Fan, Peifeng Li, Qiaoming Zhu

Comments Accepted by ACL2025(main conference)

MDBench: A Synthetic Multi-Document Reasoning Benchmark Generated with Knowledge Guidance

Joseph J. Peper, Wenzhao Qiu, Ali Payani, Lu Wang

机构 * Computer Science and Engineering, University of Michigan（计算机科学与工程系，密歇根大学） ； Cisco Research（思科研究） 纠错

Comments ACL 2025 Findings

Adverse Event Extraction from Discharge Summaries: A New Dataset, Annotation Scheme, and Initial Findings

Imane Guellil, Salomé Andres, Atul Anand, Bruce Guthrie, Huayu Zhang, Abul Hasan, Honghan Wu, Beatrice Alex

机构 * University of Edinburgh（爱丁堡大学） ； University College London（伦敦大学学院） ； University of Glasgow（格拉斯哥大学） 纠错

Comments Accepted and will be published at ACL2025 (main conference)

Enhancing Goal-oriented Proactive Dialogue Systems via Consistency Reflection and Correction

Didi Zhang, Yaxin Fan, Peifeng Li, Qiaoming Zhu

Comments Accepted by ACL'25 (main conference)

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models

Hao Chen, Haoze Li, Zhiqing Xiao, Lirong Gao, Qi Zhang, Xiaomeng Hu, Ningtao Wang, Xing Fu, Junbo Zhao

机构 * Zhejiang University（浙江大学） ； Ant Group（蚂蚁集团） 纠错

Comments Accepted@ACL25-findings, 17 pages, 8 figures, 14 tables

Entropy-based Exploration Conduction for Multi-step Reasoning

Jinghan Zhang, Xiting Wang, Fengran Mo, Yeyang Zhou, Wanfu Gao, Kunpeng Liu

机构 * Portland State University（波特兰州立大学） ； University of Montreal（蒙特利尔大学） ； Uber ； Jilin University（吉林大学） 纠错

Comments Accepted by ACL 2025

Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation

Xiang Geng, Zhejian Lai, Jiajun Chen, Hao Yang, Shujian Huang

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China（南京大学新型软件技术国家重点实验室） ； Huawei Translation Services Center, Beijing, China（华为翻译服务中心） 纠错

Comments ACL2025 Main

Perspective Transition of Large Language Models for Solving Subjective Tasks

Xiaolong Wang, Yuanchi Zhang, Ziyue Wang, Yuzhuang Xu, Fuwen Luo, Yile Wang, Peng Li, Yang Liu

机构 * Dept. of Comp. Sci. & Tech., Institute for AI, Tsinghua University, Beijing, China（计算机科学与技术系，人工智能研究院，清华大学，北京，中国） ； Institute for AI Industry Research (AIR), Tsinghua University, Beijing, China（人工智能产业研究院（AIR），清华大学，北京，中国） ； Jiuquan Satellite Launch Center (JSLC), Gansu, China（酒泉卫星发射中心（JSLC），甘肃，中国） ； Harbin Institute of Technology, Harbin, China（哈尔滨工业大学，哈尔滨，中国） ； College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China（计算机科学与软件工程学院，深圳大学，深圳，中国） ； Jiangsu Collaborative Innovation Center for Language Competence, Jiangsu, China（江苏省语言能力协同创新中心，江苏，中国） ； Tencent Inc, China（腾讯公司，中国） 纠错

Comments ACL 2025 Findings

Aligning AI Research with the Needs of Clinical Coding Workflows: Eight Recommendations Based on US Data Analysis and Critical Review

Yidong Gan, Maciej Rybinski, Ben Hachey, Jonathan K. Kummerfeld

机构 * The University of Sydney（悉尼大学） ； CSIRO Data61（CSIRO数据61） ； The University of Málaga（马拉加大学） ； Beamtree 纠错

Comments Accepted to the ACL 2025 Main Conference

LLäMmlein: Transparent, Compact and Competitive German-Only Language Models from Scratch

Jan Pfister, Julia Wunderle, Andreas Hotho

机构 * Data Science Chair Center for Artificial Intelligence and Data Science (CAIDAS)（数据科学主席中心人工智能与数据科学中心（CAIDAS）） ； Julius-Maximilians-Universität Würzburg (JMU)（乌尔姆-马克斯-普朗克大学（JMU）） 纠错

Comments camera ready @ACL25; https://www.informatik.uni-wuerzburg.de/datascience/projects/nlp/llammlein/

Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes

Bryan R. Christ, Zack Gottesman, Jonathan Kropko, Thomas Hartvigsen

机构 * University of Virginia（弗吉尼亚大学） 纠错

Comments 38 pages, 54 figures, Accepted to ACL 2025 (Main)

Pap2Pat: Benchmarking Outline-Guided Long-Text Patent Generation with Patent-Paper Pairs

Valentin Knappich, Simon Razniewski, Anna Hätty, Annemarie Friedrich

机构 * Bosch Center for AI（博世人工智能中心） ； University of Augsburg（奥斯特拉发大学） ； ScaDS.AI & TU Dresden（ScaDS.AI及德累斯顿技术大学） 纠错

Comments ACL 2025 Findings

Robust Utility-Preserving Text Anonymization Based on Large Language Models

Tianyu Yang, Xiaodan Zhu, Iryna Gurevych

机构 * Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science and Hessian Center for AI (hessian.AI), Technical University of Darmstadt, Germany（德意志图林根人工智能中心（hessian.AI）、计算机科学系、图林根大学） ； Department of Electrical and Computer Engineering & Ingenuity Labs Research Institute, Queen’s University, Canada（皇后大学电气与计算机工程系及创新实验室研究所） 纠错

Comments Accepted by ACL'2025 Main Conference