ACL

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models

Long Bai, Zixuan Li, Xiaolong Jin, Jiafeng Guo, Xueqi Cheng, Tat-Seng Chua

机构 * Key Laboratory of Network Data Science and Technology, Institute of Computing Technology, Chinese Academy of Sciences（网络数据科学与技术重点实验室，计算技术研究所，中国科学院） ； State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； School of Computer Science, University of Chinese Academy of Sciences（中国科学院大学计算机科学学院） ； National University of Singapore（新加坡国立大学） 纠错

Comments Findings of ACL 2025

Inter-Passage Verification for Multi-evidence Multi-answer QA

Bingsen Chen, Shengjie Wang, Xi Ye, Chen Zhao

Comments 19 pages, 6 figures, to appear in ACL 2025 Findings

Enabling Chatbots with Eyes and Ears: An Immersive Multimodal Conversation System for Dynamic Interactions

Jihyoung Jang, Minwook Bae, Minji Kim, Dilek Hakkani-Tur, Hyounghun Kim

机构 * Graduate School of Artificial Intelligence, POSTECH（POSTECH人工智能研究生院） ； Department of Computer Science and Engineering, POSTECH（POSTECH计算机科学与工程系） ； Artificial Intelligence Graduate School, UNIST（UNIST人工智能研究生院） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments ACL 2025 (32 pages); Project website: https://m3c-dataset.github.io/

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively

Jiawei Gu, Shangsong Liang

Comments ACL2025 Oral (Industry Track)

SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL

Ge Qu, Jinyang Li, Bowen Qin, Xiaolong Li, Nan Huo, 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） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

Comments Accepted to ACL 2025 Main

Adaptive-VP: A Framework for LLM-Based Virtual Patients that Adapts to Trainees' Dialogue to Facilitate Nurse Communication Training

Keyeun Lee, Seolhee Lee, Esther Hehsun Kim, Yena Ko, Jinsu Eun, Dahee Kim, Hyewon Cho, Haiyi Zhu, Robert E. Kraut, Eunyoung Suh, Eun-mee Kim, Hajin Lim

机构 * hci+d Lab（hci+d实验室） ； Department of Communication（通信系） ； Department of Nursing（护理系） ； Human-Computer Interaction Institute（人机交互研究所） 纠错

Comments ACL 2025 Findings, 34 pages, 9 figures

SkillVerse : Assessing and Enhancing LLMs with Tree Evaluation

Yufei Tian, Jiao Sun, Nanyun Peng, Zizhao Zhang

机构 * University of California, Los Angeles（加州大学洛杉矶分校） ； Google DeepMind（谷歌DeepMind） ； Google Cloud AI（谷歌云AI） 纠错

Comments Accepted to ACL 2025

Can LLMs Understand Unvoiced Speech? Exploring EMG-to-Text Conversion with LLMs

Payal Mohapatra, Akash Pandey, Xiaoyuan Zhang, Qi Zhu

机构 * Northwestern University, USA（西北大学，美国） 纠错

Comments Accepted to ACL 2025 main conference

Hierarchical Level-Wise News Article Clustering via Multilingual Matryoshka Embeddings

Hans W. A. Hanley, Zakir Durumeric

机构 * Stanford University（斯坦福大学） 纠错

Comments Accepted to The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025)

MIR: Methodology Inspiration Retrieval for Scientific Research Problems

Aniketh Garikaparthi, Manasi Patwardhan, Aditya Sanjiv Kanade, Aman Hassan, Lovekesh Vig, Arman Cohan

Comments ACL 2025

COSMIC: Generalized Refusal Direction Identification in LLM Activations

Vincent Siu, Nicholas Crispino, Zihao Yu, Sam Pan, Zhun Wang, Yang Liu, Dawn Song, Chenguang Wang

机构 * Washington University in St. Louis（华盛顿大学圣路易斯分校） ； University of California, Berkeley（加州大学伯克利分校） ； University of California, Santa Cruz（加州大学圣克ruz分校） 纠错

Comments 9 pages, Accepted to ACL 2025 Findings

Probing Audio-Generation Capabilities of Text-Based Language Models

Arjun Prasaath Anbazhagan, Parteek Kumar, Ujjwal Kaur, Aslihan Akalin, Kevin Zhu, Sean O'Brien

机构 * Algoverse AI Research（Algoverse AI研究） 纠错

Comments Accepted at Conference of the North American Chapter of the Association for Computational Linguistics 2025, Student Research Workshop (NAACL SRW)

Context-Robust Knowledge Editing for Language Models

Haewon Park, Gyubin Choi, Minjun Kim, Yohan Jo

机构 * Graduate School of Data Science, Seoul National University（首尔国立大学数据科学研究生院） ； School of Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology（全州科学技术院电子工程与计算机科学学院） 纠错

Comments ACL 2025 Findings. Our code and datasets are available at https://github.com/holi-lab/CoRE

NeuSym-RAG: Hybrid Neural Symbolic Retrieval with Multiview Structuring for PDF Question Answering

Ruisheng Cao, Hanchong Zhang, Tiancheng Huang, Zhangyi Kang, Yuxin Zhang, Liangtai Sun, Hanqi Li, Yuxun Miao, Shuai Fan, Lu Chen, Kai Yu

机构 * MoE Key Lab of Artificial Intelligence（摩尔电子关键实验室） ； X-LANCE Lab, School of Computer Science, Shanghai Jiao Tong University（X-LANCE实验室，计算机科学学院，上海交通大学） ； Jiangsu Key Lab of Language Computing（江苏语言计算重点实验室） ； AISpeech Co., Ltd.（AISpeech公司） ； Suzhou Laboratory（苏州实验室） 纠错

Comments 29 pages, 11 figures, 12 tables, accepted to ACL 2025 Long Main

Counterspeech the ultimate shield! Multi-Conditioned Counterspeech Generation through Attributed Prefix Learning

Aswini Kumar, Anil Bandhakavi, Tanmoy Chakraborty

机构 * IIT Delhi（印度德里理工学院） 纠错

Comments Accepted in ACL 2025 Main Conference

Probing Subphonemes in Morphology Models

Gal Astrach, Yuval Pinter

机构 * Department of Computer Science and Data Science Research Center（计算机科学系和数据科学研究中心） 纠错

Comments ACL 2025 (findings)

TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data Consistency

Henry Peng Zou, Zhengyao Gu, Yue Zhou, Yankai Chen, Weizhi Zhang, Liancheng Fang, Yibo Wang, Yangning Li, Kay Liu, Philip S. Yu

机构 * University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； Cornell University（康奈尔大学） ； Tsinghua University（清华大学） 纠错

Comments Accepted by ACL 2025 main conference

VITAL: A New Dataset for Benchmarking Pluralistic Alignment in Healthcare

Anudeex Shetty, Amin Beheshti, Mark Dras, Usman Naseem

机构 * School of Computing and Information System, the University of Melbourne, Australia（墨尔本大学计算与信息学院） ； School of Computing, FSE, Macquarie University, Australia（麦考瑞大学计算学院） 纠错

Comments Accepted to ACL 2025 (Main Proceedings)

HumT DumT: Measuring and controlling human-like language in LLMs

Myra Cheng, Sunny Yu, Dan Jurafsky

机构 * Stanford University（斯坦福大学） 纠错

Comments Accepted to ACL 2025

MT-RAIG: Novel Benchmark and Evaluation Framework for Retrieval-Augmented Insight Generation over Multiple Tables

Kwangwook Seo, Donguk Kwon, Dongha Lee

机构 * Yonsei University - DLI Lab（延世大学 - DLI实验室） 纠错

Comments Accepted to ACL 2025

Dialogue Systems for Emotional Support via Value Reinforcement

Juhee Kim, Chunghu Mok, Jisun Lee, Hyang Sook Kim, Yohan Jo

机构 * Graduate School of Data Science（数据科学研究生院） ； Department of Psychology（心理学系） 纠错

Comments This paper has been accepted for publication at ACL 2025

Generating Plausible Distractors for Multiple-Choice Questions via Student Choice Prediction

Yooseop Lee, Suin Kim, Yohan Jo

机构 * Graduate School of Data Science, Seoul National University（数据科学研究生院，首尔国立大学） 纠错

Comments This paper has been accepted for publication at ACL 2025

Why Are Positional Encodings Nonessential for Deep Autoregressive Transformers? Revisiting a Petroglyph

Kazuki Irie

机构 * Harvard University（哈佛大学） 纠错

Comments Accepted to ACL 2025 Findings, Short paper

Nemotron-CC: Transforming Common Crawl into a Refined Long-Horizon Pretraining Dataset

Dan Su, Kezhi Kong, Ying Lin, Joseph Jennings, Brandon Norick, Markus Kliegl, Mostofa Patwary, Mohammad Shoeybi, Bryan Catanzaro

机构 * NVIDIA 纠错

Comments ACL 2025

If Eleanor Rigby Had Met ChatGPT: A Study on Loneliness in a Post-LLM World

Adrian de Wynter

机构 * Microsoft（微软公司） ； University of York（约克大学） 纠错

Comments Accepted to ACL 2025 (main)

KnowCoder-X: Boosting Multilingual Information Extraction via Code

Yuxin Zuo, Wenxuan Jiang, Wenxuan Liu, Zixuan Li, Long Bai, Hanbin Wang, Yutao Zeng, Xiaolong Jin, Jiafeng Guo, Xueqi Cheng

机构 * Key Laboratory of Network Data Science and Technology, Institute of Computing Technology, Chinese Academy of Sciences（网络数据科学与技术重点实验室，计算技术研究所，中国科学院） ； State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； School of Computer Science, University of Chinese Academy of Sciences（中国科学院大学计算机科学学院） ； School of Software, Northeastern University（东北大学软件学院） ； School of Software, Peking University（北京大学软件学院） 纠错

Comments ACL 2025 Findings

Towards Building Large Scale Datasets and State-of-the-Art Automatic Speech Translation Systems for 14 Indian Languages

Ashwin Sankar, Sparsh Jain, Nikhil Narasimhan, Devilal Choudhary, Dhairya Suman, Mohammed Safi Ur Rahman Khan, Anoop Kunchukuttan, Mitesh M Khapra, Raj Dabre

机构 * ACL Proceedings（ACL会议） 纠错

Comments Accepted at ACL (Main) 2025

STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing

Jiaru Zou, Qing Wang, Pratyush Thakur, Nickvash Kani

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments ACL 2025; NeurIPS Math-AI 2024; Code and Data: https://github.com/jiaruzouu/STEM-PoM

Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Xiaoyuan Liu, Wenxuan Wang, Youliang Yuan, Jen-tse Huang, Qiuzhi Liu, Pinjia He, Zhaopeng Tu

机构 * School of Data Science, The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）数据科学学院） ； Tencent（腾讯） ； Renmin University of China（中国人民大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

Comments Accepted by ACL 2025 main

Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models

Fei Wang, Xingchen Wan, Ruoxi Sun, Jiefeng Chen, Sercan Ö. Arık

机构 * Google Cloud AI Research（谷歌云人工智能研究） ； University of Southern California（南加州大学） 纠错

Comments ACL 2025 main conference