EMNLP

GraDeT-HTR: A Resource-Efficient Bengali Handwritten Text Recognition System utilizing Grapheme-based Tokenizer and Decoder-only Transformer

Md. Mahmudul Hasan, Ahmed Nesar Tahsin Choudhury, Mahmudul Hasan, Md. Mosaddek Khan

机构 * Computer Science and Engineering, University of Dhaka（计算机科学与工程系，达卡大学） 纠错

Comments 7 pages. Accepted at the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP) System Demonstrations. Equal Contribution: Md. Mahmudul Hasan and Ahmed Nesar Tahsin Choudhury

Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates

Hy Dang, Tianyi Liu, Zhuofeng Wu, Jingfeng Yang, Haoming Jiang, Tao Yang, Pei Chen, Zhengyang Wang, Helen Wang, Huasheng Li, Bing Yin, Meng Jiang

机构 * University of Notre Dame（诺丁汉大学） ； Amazon（亚马逊） 纠错

Comments Accepted to EMNLP 2025 Main Conference

RadEval: A framework for radiology text evaluation

Justin Xu, Xi Zhang, Javid Abderezaei, Julie Bauml, Roger Boodoo, Fatemeh Haghighi, Ali Ganjizadeh, Eric Brattain, Dave Van Veen, Zaiqiao Meng, David Eyre, Jean-Benoit Delbrouck

机构 * University of Oxford（牛津大学） ； University of Glasgow（格拉斯哥大学） ； HOPPR 纠错

Comments Accepted to EMNLP 2025 Demo track - Oral

ReDepress: A Cognitive Framework for Detecting Depression Relapse from Social Media

Aakash Kumar Agarwal, Saprativa Bhattacharjee, Mauli Rastogi, Jemima S. Jacob, Biplab Banerjee, Rashmi Gupta, Pushpak Bhattacharyya

机构 * Indian Institute of Technology Bombay（印度理工学院班加罗尔） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Bringing Pedagogy into Focus: Evaluating Virtual Teaching Assistants' Question-Answering in Asynchronous Learning Environments

Li Siyan, Zhen Xu, Vethavikashini Chithrra Raghuram, Xuanming Zhang, Renzhe Yu, Zhou Yu

机构 * Columbia University（哥伦比亚大学） 纠错

Comments Accepted in EMNLP 2025 Findings

HICode: Hierarchical Inductive Coding with LLMs

Mian Zhong, Pristina Wang, Anjalie Field

Comments Long paper accepted at EMNLP 2025 main conference, 19 pages, 8 figures

How Persuasive is Your Context?

Tu Nguyen, Kevin Du, Alexander Miserlis Hoyle, Ryan Cotterell

机构 * ETH Zürich（苏黎世联邦理工学院） 纠错

Comments Long paper accepted at EMNLP 2025

Make Every Letter Count: Building Dialect Variation Dictionaries from Monolingual Corpora

Robert Litschko, Verena Blaschke, Diana Burkhardt, Barbara Plank, Diego Frassinelli

机构 * MaiNLP, Ludwig Maximilian University of Munich（MaiNLP，慕尼黑大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） 纠错

Comments Accepted at EMNLP 2025 (Findings)

Measuring Scalar Constructs in Social Science with LLMs

Hauke Licht, Rupak Sarkar, Patrick Y. Wu, Pranav Goel, Niklas Stoehr, Elliott Ash, Alexander Miserlis Hoyle

机构 * University of Innsbruck（因斯布鲁克大学） ； University of Maryland（马里兰大学） ； American University（美国大学） ； Northeastern University（东北大学） ； ETH Zürich（苏黎世联邦理工学院） 纠错

Comments Accepted to EMNLP 2025 (Main)

DCR: Quantifying Data Contamination in LLMs Evaluation

Cheng Xu, Nan Yan, Shuhao Guan, Changhong Jin, Yuke Mei, Yibing Guo, M-Tahar Kechadi

机构 * University College Dublin（都柏林大学学院） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

Comments EMNLP 2025 Main

Med-PRM: Medical Reasoning Models with Stepwise, Guideline-verified Process Rewards

Jaehoon Yun, Jiwoong Sohn, Jungwoo Park, Hyunjae Kim, Xiangru Tang, Yanjun Shao, Yonghoe Koo, Minhyeok Ko, Qingyu Chen, Mark Gerstein, Michael Moor, Jaewoo Kang

机构 * Korea University（韩国大学） ； ETH Zürich（苏黎世联邦理工学院） ； Yale University（耶鲁大学） ； AIGEN Sciences（AIGEN公司） ； Hanyang University College of Medicine（翰雅大学医学院） ； University of Ulsan College of Medicine（釜山大学医学院） 纠错

Comments Accepted to EMNLP 2025 (Oral)

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