ACL

A Retrieval-Based Approach to Medical Procedure Matching in Romanian

Andrei Niculae, Adrian Cosma, Emilian Radoi

Comments Accepted at BIONLP 2025 and Shared Tasks, ACL 2025

HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models

Xinyan Jiang, Hang Ye, Yongxin Zhu, Xiaoying Zheng, Zikang Chen, Jun Gong

Comments Accepted by ACL2025 findings

SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detection

Yi-Fan Lu, Xian-Ling Mao, Tian Lan, Tong Zhang, Yu-Shi Zhu, Heyan Huang

Comments Accepted by ACL 2025 Main Conference

Does Your Voice Assistant Remember? Analyzing Conversational Context Recall and Utilization in Voice Interaction Models

Heeseung Kim, Che Hyun Lee, Sangkwon Park, Jiheum Yeom, Nohil Park, Sangwon Yu, Sungroh Yoon

Comments ACL 2025 Findings, Project Page: https://contextdialog.github.io/

PrivaCI-Bench: Evaluating Privacy with Contextual Integrity and Legal Compliance

Haoran Li, Wenbin Hu, Huihao Jing, Yulin Chen, Qi Hu, Sirui Han, Tianshu Chu, Peizhao Hu, Yangqiu Song

Comments Accepted by ACL 2025

Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation

Deokhyung Kang, Jeonghun Cho, Yejin Jeon, Sunbin Jang, Minsub Lee, Jawoon Cho, Gary Geunbae Lee

Comments Accepted at ACL 2025 (Main, long paper)

Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMs

Yuchen Wu, Liang Ding, Li Shen, Dacheng Tao

Comments ACL 2025 Findings

Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning

Peiying Yu, Guoxin Chen, Jingjing Wang

Comments ACL 2025 Main

Boosting Long-Context Management via Query-Guided Activation Refilling

Hongjin Qian, Zheng Liu, Peitian Zhang, Zhicheng Dou, Defu Lian

Comments ACL25 Main Conference

UAlign: Leveraging Uncertainty Estimations for Factuality Alignment on Large Language Models

Boyang Xue, Fei Mi, Qi Zhu, Hongru Wang, Rui Wang, Sheng Wang, Erxin Yu, Xuming Hu, Kam-Fai Wong

Comments Accepted in ACL2025 Main Conference

Normalized AOPC: Fixing Misleading Faithfulness Metrics for Feature Attribution Explainability

Joakim Edin, Andreas Geert Motzfeldt, Casper L. Christensen, Tuukka Ruotsalo, Lars Maaløe, Maria Maistro

Comments Accepted to ACL 2025 Main

Genetic Instruct: Scaling up Synthetic Generation of Coding Instructions for Large Language Models

Somshubra Majumdar, Vahid Noroozi, Mehrzad Samadi, Sean Narenthiran, Aleksander Ficek, Wasi Uddin Ahmad, Jocelyn Huang, Jagadeesh Balam, Boris Ginsburg

Comments Accepted to be presented in ACL 2025

Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training

Youliang Yuan, Wenxiang Jiao, Wenxuan Wang, Jen-tse Huang, Jiahao Xu, Tian Liang, Pinjia He, Zhaopeng Tu

Comments Accepted by ACL 2025 main

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

Comments Accepted at Findings of ACL 2025

Health-LLM: Personalized Retrieval-Augmented Disease Prediction System

Qinkai Yu, Mingyu Jin, Dong Shu, Chong Zhang, Lizhou Fan, Wenyue Hua, Suiyuan Zhu, Yanda Meng, Zhenting Wang, Mengnan Du, Yongfeng Zhang

Comments Accepted by ACL 2025 NLP4PosImpact Workshop

Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings

Yuqicheng Zhu, Daniel Hernández, Yuan He, Zifeng Ding, Bo Xiong, Evgeny Kharlamov, Steffen Staab

Comments Accepted to the Finding of ACL 2025

MPO: Multilingual Safety Alignment via Reward Gap Optimization

Weixiang Zhao, Yulin Hu, Yang Deng, Tongtong Wu, Wenxuan Zhang, Jiahe Guo, An Zhang, Yanyan Zhao, Bing Qin, Tat-Seng Chua, Ting Liu

Comments To Appear at ACL 2025 (Main)

ELABORATION: A Comprehensive Benchmark on Human-LLM Competitive Programming

Xinwei Yang, Zhaofeng Liu, Chen Huang, Jiashuai Zhang, Tong Zhang, Yifan Zhang, Wenqiang Lei

机构 * Sichuan University（四川大学） ； Tianjin University of Science and Technology（天津科技大学） ； Engineering Research Center of Machine Learning and Industry Intelligence, Ministry of Education, China（机器学习与工业智能工程研究中心，教育部，中国） ； Vanderbilt University（范德比大学） 纠错

Comments ACL 2025 Main. Our code and dataset are available at https://github.com/SCUNLP/ELABORATION

EnSToM: Enhancing Dialogue Systems with Entropy-Scaled Steering Vectors for Topic Maintenance

Heejae Suh, Yejin Jeon, Deokhyung Kang, Taehee Park, Yejin Min, Gary Geunbae Lee

机构 * Graduate School of Artificial Intelligence, POSTECH（人工智能研究生院，POSTECH） ； Department of Computer Science and Engineering, POSTECH（计算机科学与工程系，POSTECH） 纠错

Comments Accepted at ACL 2025 (Findings, long paper)

LLMs Are Not Scorers: Rethinking MT Evaluation with Generation-Based Methods

Hyang Cui

Comments 5 pages, 2 figures, 2 tables. Conforms to the ACL Rolling Review (ARR) short paper track. Code and data available at: https://github.com/CuiNiki/LLMs-Are-Not-Scorers

MPL: Multiple Programming Languages with Large Language Models for Information Extraction

Bo Li, Gexiang Fang, Wei Ye, Zhenghua Xu, Jinglei Zhang, Hao Cheng, Shikun Zhang

机构 * State Key Laboratory of Intelligent Power Distribution Equipment and System（智能电力设备与系统国家重点实验室） ； School of Health Sciences and Biomedical Engineering（健康科学与生物医学工程学院） ； National Engineering Research Center for Software Engineering（软件工程国家工程研究中心） ； Peking University（北京大学） ； School of Artificial Intelligence（人工智能学院） 纠错

Comments Findings of ACL2025

Internal and External Impacts of Natural Language Processing Papers

Yu Zhang

机构 * Texas A&M University（德克萨斯A&M大学） 纠错

Comments 7 pages; Accepted to ACL 2025

ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models

Zihao Cheng, Hongru Wang, Zeming Liu, Yuhang Guo, Yuanfang Guo, Yunhong Wang, Haifeng Wang

机构 * School of Computer Science and Engineering, Beihang University（北京航空航天大学计算机科学与工程学院） ； School of Computer Science and Technology, Beijing Institute of Technology（北京理工大学计算机科学与技术学院） ； University of Science and Technology Beijing（北京科技大学） ； The Chinese University of Hong Kong（香港中文大学） ； Baidu Inc.（百度公司） 纠错

Comments Accepted by ACL 2025 Findings

Semantic Aware Linear Transfer by Recycling Pre-trained Language Models for Cross-lingual Transfer

Seungyoon Lee, Seongtae Hong, Hyeonseok Moon, Heuiseok Lim

机构 * Korea University, Republic of Korea（韩国大学） 纠错

Comments Accepted to ACL 2025 Findings

Slamming: Training a Speech Language Model on One GPU in a Day

Gallil Maimon, Avishai Elmakies, Yossi Adi

机构 * The Hebrew University of Jerusalem（希伯来大学） 纠错

Comments ACL 2025 (Findings)

Transferring Textual Preferences to Vision-Language Understanding through Model Merging

Chen-An Li, Tzu-Han Lin, Yun-Nung Chen, Hung-yi Lee

机构 * National Taiwan University（台湾大学） 纠错

Comments Accepted to ACL 2025 main

SafeRoute: Adaptive Model Selection for Efficient and Accurate Safety Guardrails in Large Language Models

Seanie Lee, Dong Bok Lee, Dominik Wagner, Minki Kang, Haebin Seong, Tobias Bocklet, Juho Lee, Sung Ju Hwang

机构 * KAIST（韩国科学技术院） ； Technische Hochschule Nürnberg Georg Simon Ohm（图林根工业大学诺伊堡分校） 纠错

Comments ACL 2025 findings

How to Enable Effective Cooperation Between Humans and NLP Models: A Survey of Principles, Formalizations, and Beyond

Chen Huang, Yang Deng, Wenqiang Lei, Jiancheng Lv, Tat-Seng Chua, Jimmy Xiangji Huang

机构 * Sichuan University（四川大学） ； Singapore Management University（新加坡国立大学） ； York University（约克大学） ； Engineering Research Center of Machine Learning and Industry Intelligence, Ministry of Education, China（机器学习与产业智能工程研究中心，教育部，中国） ； National University of Singapore（新加坡国立大学） 纠错

Comments ACL 2025 Main paper

My Words Imply Your Opinion: Reader Agent-based Propagation Enhancement for Personalized Implicit Emotion Analysis

Jian Liao, Yu Feng, Yujin Zheng, Jun Zhao, Suge Wang, Jianxing Zheng

机构 * School of Computer and Information Technology, Shanxi University, China（山西大学计算机与信息学院） ； Institute of Automation, Chinese Academy of Science, China（中国科学院自动化研究所） ； Key Laboratory of Computational Intelligence and Chinese Information Processing of Ministry of Education, Shanxi University, China（教育部计算智能与中文信息处理重点实验室） ； Joint Laboratory of Tourism Big Data in Shanxi Province, China（山西省旅游大数据联合实验室） 纠错

Journal ref Proceedings of the 63th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (ACL2025)

Keys to Robust Edits: from Theoretical Insights to Practical Advances

Jianhao Yan, Futing Wang, Yun Luo, Yafu Li, Yue Zhang

机构 * Zhejiang University（浙江大学） ； School of Engineering, Westlake University（西湖大学工程学院） ； Institute of Advanced Technology, Westlake Institute for Advanced Study（西湖先进研究院技术研究所） ； Shanghai AI Lab（上海人工智能实验室） 纠错

Comments ACL 2025 Main Conference