ACL

SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment

Qin Liu, Fei Wang, Chaowei Xiao, Muhao Chen

机构 * UC Davis（加州大学戴维斯分校） ； USC（南加州大学） ； UW-Madison（威斯康星大学麦迪逊分校） 纠错

Comments ACL 2025

RED QUEEN: Safeguarding Large Language Models against Concealed Multi-Turn Jailbreaking

Yifan Jiang, Kriti Aggarwal, Tanmay Laud, Kashif Munir, Jay Pujara, Subhabrata Mukherjee

机构 * Hippocratic AI（希波克拉底AI） ； Information Sciences Institute, University of Southern California（信息科学研究所，南加州大学） 纠错

Comments Accepted in ACL 2025 Findings

ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models

Hwiyeol Jo, Hyunwoo Lee, Kang Min Yoo, Taiwoo Park

机构 * NAVER Cloud（NAVER云） ； NAVER ； NAVER Search US（NAVER美国搜索） 纠错

Comments Accepted at ACL2025(Findings)

AfroBench: How Good are Large Language Models on African Languages?

Jessica Ojo, Odunayo Ogundepo, Akintunde Oladipo, Kelechi Ogueji, Jimmy Lin, Pontus Stenetorp, David Ifeoluwa Adelani

机构 * Masakhane NLP（Masakhane自然语言处理） ； Mila - Quebec AI Institute & McGill University（Mila-魁北克人工智能研究所及麦吉尔大学） ； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席） ； Lelapa AI（Lelapa人工智能） ； The African Research Collective（非洲研究集体） ； University of Waterloo（滑铁卢大学） ； University College London（伦敦大学学院） 纠错

Comments Accepted to ACL 2025 (Findings)

Explaining Matters: Leveraging Definitions and Semantic Expansion for Sexism Detection

Sahrish Khan, Arshad Jhumka, Gabriele Pergola

机构 * Department of Computer Science, University of Warwick（沃里克大学计算机科学系） ； School of Computing, University of Leeds（利兹大学计算机学院） 纠错

Comments Proceedings of the 2025 Annual Meeting of the Association for Computational Linguistics (ACL). ACL 2025 - Main Conference

Unlocking Recursive Thinking of LLMs: Alignment via Refinement

Haoke Zhang, Xiaobo Liang, Cunxiang Wang, Juntao Li, Min Zhang

机构 * Soochow University（苏州大学） ； Zhipu AI（智谱AI） ； Tsinghua University（清华大学） ； Key Laboratory of Data Intelligence and Advanced Computing, Soochow University（苏州大学数据智能与先进计算重点实验室） 纠错

Comments Accepted to the Findings of ACL 2025

IntentionESC: An Intention-Centered Framework for Enhancing Emotional Support in Dialogue Systems

Xinjie Zhang, Wenxuan Wang, Qin Jin

机构 * School of Information, Renmin University of China（中国人民大学信息学院） 纠错

Comments ACL2025 findings

LLM-Symbolic Integration for Robust Temporal Tabular Reasoning

Atharv Kulkarni, Kushagra Dixit, Vivek Srikumar, Dan Roth, Vivek Gupta

机构 * University of Utah（犹他大学） ； University of Pennsylvania（宾夕法尼亚大学） ； Arizona State University（亚利桑那州立大学） 纠错

Comments Accepted to ACL Findings 2025

LGAR: Zero-Shot LLM-Guided Neural Ranking for Abstract Screening in Systematic Literature Reviews

Christian Jaumann, Andreas Wiedholz, Annemarie Friedrich

Comments Accepted to ACL Findings 2025

Advancing Zero-shot Text-to-Speech Intelligibility across Diverse Domains via Preference Alignment

Xueyao Zhang, Yuancheng Wang, Chaoren Wang, Ziniu Li, Zhuo Chen, Zhizheng Wu

Comments Accepted by ACL 2025

TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge

Cheng-Han Chiang, Hung-yi Lee, Michal Lukasik

机构 * NTU GICE（国立台湾大学人工智能研究中心） ； Google Research（谷歌研究） 纠错

Comments ACL 2025 camera-ready Codes and models are available at https://github.com/d223302/TRACT

Towards Effective Extraction and Evaluation of Factual Claims

Dasha Metropolitansky, Jonathan Larson

Comments ACL 2025 Main Conference

Benchmarking and Improving Large Vision-Language Models for Fundamental Visual Graph Understanding and Reasoning

Yingjie Zhu, Xuefeng Bai, Kehai Chen, Yang Xiang, Jun Yu, Min Zhang

机构 * Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen, China（计算与智能研究院，哈尔滨工业大学，深圳） ； Peng Cheng Laboratory, Shenzhen, China（鹏城实验室，深圳） ； School of Intelligence Science and Engineering, Harbin Institute of Technology, Shenzhen, China（智能科学与工程学院，哈尔滨工业大学，深圳） 纠错

Comments Accepted by ACL2025 main conference

Who Can Withstand Chat-Audio Attacks? An Evaluation Benchmark for Large Audio-Language Models

Wanqi Yang, Yanda Li, Meng Fang, Yunchao Wei, Ling Chen

机构 * University of Technology Sydney（技术科技大学） ； University of Liverpool（利物浦大学） ； Beijing Jiaotong University（北京交通大学） 纠错

Comments Accepted by ACL 2025 Findings

CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Xiangyang Li, Kuicai Dong, Yi Quan Lee, Wei Xia, Hao Zhang, Xinyi Dai, Yasheng Wang, Ruiming Tang

机构 * Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

Comments ACL 2025 Main

Opt-Out: Investigating Entity-Level Unlearning for Large Language Models via Optimal Transport

Minseok Choi, Daniel Rim, Dohyun Lee, Jaegul Choo

机构 * KAIST AI（韩国科学技术院人工智能研究所） ； Hyundai Motor Company（现代汽车公司） 纠错

Comments ACL 2025 Main

Leveraging Self-Attention for Input-Dependent Soft Prompting in LLMs

Ananth Muppidi, Abhilash Nandy, Sambaran Bandyopadhyay

机构 * IIIT Hyderabad（海得拉尔印度理工学院） ； IIT Kharagpur（克拉格浦尔印度理工学院） ； Adobe Research India（印度Adobe研究） 纠错

Comments Accepted in ACL 2025 (Main) Conference

Mitigating Confounding in Speech-Based Dementia Detection through Weight Masking

Zhecheng Sheng, Xiruo Ding, Brian Hur, Changye Li, Trevor Cohen, Serguei Pakhomov

机构 * University of Minnesota（明尼苏达大学） ； University of Washington（华盛顿大学） 纠错

Comments 16 pages, 20 figures. Accepted to ACL 2025 Main Conference

SynthesizeMe! Inducing Persona-Guided Prompts for Personalized Reward Models in LLMs

Michael J Ryan, Omar Shaikh, Aditri Bhagirath, Daniel Frees, William Held, Diyi Yang

机构 * Stanford University（斯坦福大学） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

Comments ACL 2025 Main Conference

Auto Review: Second Stage Error Detection for Highly Accurate Information Extraction from Phone Conversations

Ayesha Qamar, Arushi Raghuvanshi, Conal Sathi, Youngseo Son

机构 * Infinitus Systems, Inc.（Infinitus系统公司） 纠错

Comments Accepted to ACL Industry track 2025

taz2024full: Analysing German Newspapers for Gender Bias and Discrimination across Decades

Stefanie Urchs, Veronika Thurner, Matthias Aßenmacher, Christian Heumann, Stephanie Thiemichen

机构 * Faculty for Computer Science and Mathematics, Hochschule München University of Applied Sciences（计算机科学与数学系，慕尼黑应用科学大学） ； Department of Statistics, LMU Munich（统计学系，慕尼黑大学） ； Munich Center for Machine Learning (MCML), LMU Munich（慕尼黑机器学习中心（MCML），慕尼黑大学） 纠错

Comments Accepted @ "63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)" as a findings paper. This is the author's version of the work. The definitive version of record will be published in the proceedings

Adversarial Tokenization

Renato Lui Geh, Zilei Shao, Guy Van den Broeck

Comments Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics, ACL 2025

Revisiting 3D LLM Benchmarks: Are We Really Testing 3D Capabilities?

Jiahe Jin, Yanheng He, Mingyan Yang

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

Comments Accepted to ACL 2025 Findings

Multi-Agent Collaboration via Cross-Team Orchestration

Zhuoyun Du, Chen Qian, Wei Liu, Zihao Xie, YiFei Wang, Rennai Qiu, Yufan Dang, Weize Chen, Cheng Yang, Ye Tian, Xuantang Xiong, Lei Han

机构 * State Key Lab of CAD & CG（CAD与CG国家重点实验室） ； Zhejiang Polytechnic Institute（浙江工业大学） ； Polytechnic Institute, Zhejiang University（浙江大学 polytechnic 院） ； Shanghai Jiao Tong University（上海交通大学） ； King’s College London（伦敦国王学院） ； Tsinghua University（清华大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Tencent Robotics X（腾讯机器人科技） 纠错

Comments Accepted to Findings of ACL 2025

Improving Low-Resource Morphological Inflection via Self-Supervised Objectives

Adam Wiemerslage, Katharina von der Wense

机构 * University of Colorado Boulder（科罗拉多大学博尔德分校） ； Johannes Gutenberg University Mainz（美因茨约翰尼斯·古滕贝格大学） ； Kensho Technologies（Kensho技术公司） 纠错

Comments ACL 2025 main

Just a Scratch: Enhancing LLM Capabilities for Self-harm Detection through Intent Differentiation and Emoji Interpretation

Soumitra Ghosh, Gopendra Vikram Singh, Shambhavi, Sabarna Choudhury, Asif Ekbal

机构 * Fondazione Bruno Kessler（布鲁诺·克瑟勒基金会） ； Indian Institute of Technology Patna（印度理工学院帕纳布分校） ； Indian Institute of Technology Jodhpur（印度理工学院朱罗普尔分校） 纠错

Comments To be published in the Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025 Main)

ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

Zhenran Xu, Xue Yang, Yiyu Wang, Qingli Hu, Zijiao Wu, Longyue Wang, Weihua Luo, Kaifu Zhang, Baotian Hu, Min Zhang

机构 * Alibaba International Digital Commerce（阿里巴巴国际数字商业集团） ； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） 纠错

Comments ACL 2025 Demo. Github: https://github.com/AIDC-AI/ComfyUI-Copilot

Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings

Yubo Ma, Jinsong Li, Yuhang Zang, Xiaobao Wu, Xiaoyi Dong, Pan Zhang, Yuhang Cao, Haodong Duan, Jiaqi Wang, Yixin Cao, Aixin Sun

机构 * Nanyang Technological University（南洋理工大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Institute of Trustworthy Embodied AI, Fudan University（复旦大学可信具身人工智能研究所） 纠错

Comments Accepted by ACL 2025 findings

MockConf: A Student Interpretation Dataset: Analysis, Word- and Span-level Alignment and Baselines

Dávid Javorský, Ondřej Bojar, François Yvon

机构 * Charles University, Faculty of Mathematics and Physics（查理大学数学与物理系） ； Sorbonne Université, CNRS, ISIR（索邦大学、CNRS、ISIR） 纠错

Comments Accepted to ACL 2025 Main Conference

MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models

Gio Paik, Geewook Kim, Jinbae Im

Comments ACL Findings 2025