EMNLP

PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements

Petros Raptopoulos, Giorgos Filandrianos, Maria Lymperaiou, Giorgos Stamou

机构 * School of Electrical and Computer Engineering, AILS Laboratory, National Technical University of Athens（电气与计算机工程学院，AILS实验室，国家技术大学雅典） ； Instituto de Telecomunicações（电信研究所） 纠错

Comments Accepted at EMNLP 2025

Multilingual vs Crosslingual Retrieval of Fact-Checked Claims: A Tale of Two Approaches

Alan Ramponi, Marco Rovera, Robert Moro, Sara Tonelli

Comments Accepted to EMNLP 2025 Main Conference

MAKIEval: A Multilingual Automatic WiKidata-based Framework for Cultural Awareness Evaluation for LLMs

Raoyuan Zhao, Beiduo Chen, Barbara Plank, Michael A. Hedderich

Comments Accepted by EMNLP 2025 Findings, 33 pages, 30 figures

Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities

Chuangtao Ma, Yongrui Chen, Tianxing Wu, Arijit Khan, Haofen Wang

机构 * Aalborg University（奥尔堡大学） ； Southeast University（东南大学） ； Bowling Green State University（布雷恩特绿色州立大学） ； Tongji University（同济大学） 纠错

Comments Accepted at EMNLP 2025 Main

TurnaboutLLM: A Deductive Reasoning Benchmark from Detective Games

Yuan Yuan, Muyu He, Muhammad Adil Shahid, Jiani Huang, Ziyang Li, Li Zhang

Comments In EMNLP 2025 main conference

Improving Instruct Models for Free: A Study on Partial Adaptation

Ozan İrsoy, Pengxiang Cheng, Jennifer L. Chen, Daniel Preoţiuc-Pietro, Shiyue Zhang, Duccio Pappadopulo

机构 * Bloomberg（贝莱德） ； Independent Researcher（独立研究者） 纠错

Comments Author ordering chosen at random; accepted to EMNLP 2025

Assumed Identities: Quantifying Gender Bias in Machine Translation of Gender-Ambiguous Occupational Terms

Orfeas Menis Mastromichalakis, Giorgos Filandrianos, Maria Symeonaki, Giorgos Stamou

机构 * School of Electrical and Computer Engineering, National Technical University of Athens（电气与计算机工程学院，国家技术大学雅典） ； Instituto de Telecomunicações（电信研究所） ； Department of Social Policy, Panteion University of Social and Political Sciences（社会政策系，帕内翁社会与政治科学大学） 纠错

Comments Accepted for presentation at EMNLP 2025

WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification

Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge

机构 * Faculty of Engineering, Monash University（墨尔本大学工程学院） ； AIM for Health Lab, Faculty of IT, Monash University（墨尔本大学信息技术学院健康人工智能实验室） 纠错

Comments Accepted at EMNLP 2025 (Main)

Privacy in Action: Towards Realistic Privacy Mitigation and Evaluation for LLM-Powered Agents

Shouju Wang, Fenglin Yu, Xirui Liu, Xiaoting Qin, Jue Zhang, Qingwei Lin, Dongmei Zhang, Saravan Rajmohan

机构 * Wuhan University（武汉大学） ； Microsoft（微软公司） 纠错

Comments To appear at EMNLP 2025 (Findings)

AttnComp: Attention-Guided Adaptive Context Compression for Retrieval-Augmented Generation

Lvzhou Luo, Yixuan Cao, Ping Luo

机构 * Key Lab of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences (CAS)（智能信息处理重点实验室，计算技术研究所，中国科学院） ； State Key Lab of AI Safety（人工智能安全国家重点实验室） ； University of Chinese Academy of Sciences, CAS（中国科学院大学） 纠错

Comments Accepted at EMNLP 2025 (Findings)

MedFact: A Large-scale Chinese Dataset for Evidence-based Medical Fact-checking of LLM Responses

Tong Chen, Zimu Wang, Yiyi Miao, Haoran Luo, Yuanfei Sun, Wei Wang, Zhengyong Jiang, Procheta Sen, Jionglong Su

机构 * School of AI and Advanced Computing, Xi’an Jiaotong-Liverpool University, China（人工智能与高级计算学院，西安交通大学利物浦大学，中国） ； School of Advanced Technology, Xi’an Jiaotong-Liverpool University, China（先进技术学院，西安交通大学利物浦大学，中国） ； Department of Computer Science, University of Liverpool, United Kingdom（计算机科学系，利物浦大学，英国） 纠错

Comments Accepted at EMNLP 2025. Camera-ready version

RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios

Fei Zhao, Chengqiang Lu, Yufan Shen, Qimeng Wang, Yicheng Qian, Haoxin Zhang, Yan Gao, Yi Wu, Yao Hu, Zhen Wu, Shangyu Xing, Xinyu Dai

机构 * National Key Laboratory for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） ； Xiaohongshu Inc.（小红书公司） ； Zhejiang University（浙江大学） 纠错

Comments Findings of EMNLP 2025 camera-ready

FinDebate: Multi-Agent Collaborative Intelligence for Financial Analysis

Tianshi Cai, Guanxu Li, Nijia Han, Ce Huang, Zimu Wang, Changyu Zeng, Yuqi Wang, Jingshi Zhou, Haiyang Zhang, Qi Chen, Yushan Pan, Shuihua Wang, Wei Wang

机构 * School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China（先进技术学院，西安交通大学利物浦大学，苏州，中国） ； School of Science, Xi’an Jiaotong-Liverpool University, Suzhou, China（科学学院，西安交通大学利物浦大学，苏州，中国） ； School of AI and Advanced Computing, Xi’an Jiaotong-Liverpool University, Suzhou, China（人工智能与高级计算学院，西安交通大学利物浦大学，苏州，中国） ； Shanghai Jiao Tong University, Shanghai, China（上海交通大学，上海，中国） 纠错

Comments Accepted at FinNLP@EMNLP 2025. Camera-ready version

AIMMerging: Adaptive Iterative Model Merging Using Training Trajectories for Language Model Continual Learning

Yujie Feng, Jian Li, Xiaoyu Dong, Pengfei Xu, Xiaohui Zhou, Yujia Zhang, Zexin LU, Yasha Wang, Alan Zhao, Xu Chu, Xiao-Ming Wu

机构 * Al Technology Center of OVB, Tencent, China（腾讯奥比大学技术中心） ； The Hong Kong Polytechnic University, Hong Kong S.A.R.（香港理工大学） ； Peking University, China（北京大学） 纠错

Comments EMNLP 2025

Extending Automatic Machine Translation Evaluation to Book-Length Documents

Kuang-Da Wang, Shuoyang Ding, Chao-Han Huck Yang, Ping-Chun Hsieh, Wen-Chih Peng, Vitaly Lavrukhin, Boris Ginsburg

机构 * National Yang Ming Chiao Tung University（国家阳明交通大学） ； NVIDIA 纠错

Comments Accepted for EMNLP 2025 main conference

Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness

Zihan Liang, Ziwen Pan, Ruoxuan Xiong

机构 * Emory University（埃默里大学） 纠错

Comments To appear in Proc. of EMNLP 2025 (18 pages)

Localizing Malicious Outputs from CodeLLM

Mayukh Borana, Junyi Liang, Sai Sathiesh Rajan, Sudipta Chattopadhyay

机构 * Singapore University of Technology and Design（新加坡科技设计大学） 纠错

Comments 10 pages, 2 figures, 6 tables, Accepted at EMNLP 2025 Findings

KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration

Yajing Yang, Tony Deng, Min-Yen Kan

机构 * National University of Singapore（新加坡国立大学） ； Rio Tinto（力拓） 纠错

Comments Accepted at EMNLP 2025 Findings

The Transfer Neurons Hypothesis: An Underlying Mechanism for Language Latent Space Transitions in Multilingual LLMs

Hinata Tezuka, Naoya Inoue

Comments 57 pages, 47 figures and 41 tables; Accepted to EMNLP 2025 Main

Dynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation

Junzhuo Li, Bo Wang, Xiuze Zhou, Xuming Hu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

Comments EMNLP 2025 Main Conference

Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models

Md. Atabuzzaman, Ali Asgarov, Chris Thomas

Comments Accepted to EMNLP 2025 (Main Conference)

MoRoVoc: A Large Dataset for Geographical Variation Identification of the Spoken Romanian Language

Andrei-Marius Avram, Ema-Ioana Bănescu, Anda-Teodora Robea, Dumitru-Clementin Cercel, Mihaela-Claudia Cercel

机构 * National University of Science and Technology POLITEHNICA Bucharest（波兰亚技术大学布加勒斯特分校） ； Paris 1 Panthéon-Sorbonne University（巴黎第一大学） ； University of Bucharest（布加勒斯特大学） 纠错

Comments Accepted at EMNLP Findings 2025

Time to Revist Exact Match

Auss Abbood, Zaiqiao Meng, Nigel Collier

机构 * Language Technology Lab University of Cambridge（语言技术实验室剑桥大学） ； School of Computing Science University of Glasgow（计算科学学院格拉斯哥大学） 纠错

Comments Accepted for Findings of EMNLP 2025

Idiosyncratic Versus Normative Modeling of Atypical Speech Recognition: Dysarthric Case Studies

Vishnu Raja, Adithya V Ganesan, Anand Syamkumar, Ritwik Banerjee, H Andrew Schwartz

机构 * Stony Brook University（史蒂文尼森布鲁克大学） ； Vanderbilt University（范德比大学） 纠错

Comments Will appear in EMNLP 2025 Main Proceedings

OPEN-THEATRE: An Open-Source Toolkit for LLM-based Interactive Drama

Tianyang Xu, Hongqiu Wu, Weiqi Wu, Hai Zhao

机构 * UM–SJTU Joint Institute, Shanghai Jiao Tong University（上海交通大学与UM联合研究所） ； AGI Institute, School of Computer Science, Shanghai Jiao Tong University（上海交通大学人工智能研究所） ； Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University（上海教育委员会智能交互与认知工程重点实验室） ； Shanghai Key Laboratory of Trusted Data Circulation and Governance in Web3（上海Web3可信数据流通与治理重点实验室） 纠错

Comments Accepted by EMNLP 2025 demo

Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models

Wataru Hashimoto, Hidetaka Kamigaito, Taro Watanabe

机构 * Nara Institute of Science and Technology（奈良科学技术大学） 纠错

Comments Accepted at EMNLP 2025 Findings

ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answering

Xingjian Diao, Weiyi Wu, Keyi Kong, Peijun Qing, Xinwen Xu, Ming Cheng, Soroush Vosoughi, Jiang Gui

机构 * Dartmouth College（达特茅斯学院） ； Shandong University（山东大学） ； Harvard University（哈佛大学） 纠错

Comments Accepted to EMNLP 2025 Main Conference

When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs

Abhirama Subramanyam Penamakuri, Navlika Singh, Piyush Arora, Anand Mishra

机构 * Indian Institute of Technology Jodhpur（印度理工学院朱诺尔） 纠错

Comments Accepted to EMNLP (Main) 2025

LLMsPark: A Benchmark for Evaluating Large Language Models in Strategic Gaming Contexts

Junhao Chen, Jingbo Sun, Xiang Li, Haidong Xin, Yuhao Xue, Yibin Xu, Hao Zhao

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； School of Software and Microelectronics, Peking University（北京大学软件与微电子学院） ； School of Computer Science and Engineering, Northeastern University（东北大学计算机科学与工程学院） ； Tongji University（同济大学） ； AIR, Tsinghua University（清华大学人工智能研究院） ； BAAI（百度人工智能研究院） 纠错

Comments Accepted by EMNLP 2025 Findings

SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning

Yue Xin, Chen Shen, Shaotian Yan, Xiaosong Yuan, Yaoming Wang, Xiaofeng Zhang, Chenxi Huang, Jieping Ye

机构 * Shanghai Jiao Tong University（上海交通大学） ； Alibaba Cloud Computing（阿里云计算） 纠错

Comments accpeted by EMNLP 2025