EMNLP

Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts

Yuu Jinnai, Ukyo Honda

机构 * CyberAgent / Tokyo, Japan（CyberAgent） 纠错

Comments EMNLP Findings, 2025

ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement

Ali Salamatian, Amirhossein Abaskohi, Wan-Cyuan Fan, Mir Rayat Imtiaz Hossain, Leonid Sigal, Giuseppe Carenini

Comments EMNLP 2025

TAPS: Tool-Augmented Personalisation via Structured Tagging

Ekaterina Taktasheva, Jeff Dalton

Comments Accepted to EMNLP 2026 Main

EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models

Tao Zou, Xinghua Zhang, Haiyang Yu, Minzheng Wang, Fei Huang, Yongbin Li

机构 * Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团） 纠错

Comments Accepted by EMNLP 2025

From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models

Viktor Hangya, Fabian Küch, Darina Gold

Comments Accepted to EMNLP 2025 (Main Conference)

Reading Between the Prompts: How Stereotypes Shape LLM's Implicit Personalization

Vera Neplenbroek, Arianna Bisazza, Raquel Fernández

机构 * Institute for Logic, Language and Computation, University of Amsterdam（逻辑、语言与计算研究所，阿姆斯特丹大学） ； Center for Language and Cognition, University of Groningen（语言与认知中心，格罗宁根大学） 纠错

Comments Accepted at EMNLP Main 2025

Is the Top Still Spinning? Evaluating Subjectivity in Narrative Understanding

Melanie Subbiah, Akankshya Mishra, Grace Kim, Liyan Tang, Greg Durrett, Kathleen McKeown

机构 * Columbia University（哥伦比亚大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

Comments EMNLP 2025

Do LLMs Understand Wine Descriptors Across Cultures? A Benchmark for Cultural Adaptations of Wine Reviews

Chenye Zou, Xingyue Wen, Tianyi Hu, Qian Janice Wang, Daniel Hershcovich

机构 * Department of Computer Science, University of Copenhagen（哥本哈根大学计算机科学系） ； Department of Food and Resource Economics, University of Copenhagen（哥本哈根大学食品与资源经济学系） ； Department of Food Science, University of Copenhagen（哥本哈根大学食品科学系） ； Department of Computer Science, Aarhus University（阿arhus大学计算机科学系） 纠错

Comments EMNLP 2025 Findings

All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning

Caiqi Zhang, Chang Shu, Ehsan Shareghi, Nigel Collier

机构 * University of Cambridge（剑桥大学） ； Monash University（墨尔本大学） 纠错

Comments EMNLP 2025 Main

Conan-Embedding-v2: Training an LLM from Scratch for Text Embeddings

Shiyu Li, Yang Tang, Ruijie Liu, Shi-Zhe Chen, Xi Chen

机构 * Basic Algorithm Center, PCG, Tencent（基础算法中心、PCG、腾讯） 纠错

Comments EMNLP 2025 Oral

InfoGain-RAG: Boosting Retrieval-Augmented Generation via Document Information Gain-based Reranking and Filtering

Zihan Wang, Zihan Liang, Zhou Shao, Yufei Ma, Huangyu Dai, Ben Chen, Lingtao Mao, Chenyi Lei, Yuqing Ding, Han Li

机构 * Kuaishou Technology, Beijing, China（快手科技，北京，中国） ； Peking University, Beijing, China（北京大学，北京，中国） 纠错

Comments EMNLP'25 Oral Presentation. Contact: benchen4395@gmail.com

Instance-level Randomization: Toward More Stable LLM Evaluations

Yiyang Li, Yonghuang Wu, Ying Luo, Liangtai Sun, Zishu Qin, Lin Qiu, Xuezhi Cao, Xunliang Cai

机构 * Meituan Group（美团集团） ； Fudan University（复旦大学） 纠错

Comments Accepted by Findings of EMNLP 2025

Topic Coverage-based Demonstration Retrieval for In-Context Learning

Wonbin Kweon, SeongKu Kang, Runchu Tian, Pengcheng Jiang, Jiawei Han, Hwanjo Yu

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Korea University（韩国大学） ； Pohang University of Science and Technology（浦项科学技术大学） 纠错

Comments EMNLP 2025 Main

MORABLES: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables

Matteo Marcuzzo, Alessandro Zangari, Andrea Albarelli, Jose Camacho-Collados, Mohammad Taher Pilehvar

Comments Accepted to EMNLP 2025 Main Conference

GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models

Min Zeng, Jingfei Sun, Xueyou Luo, Caiquan Liu, Shiqi Zhang, Li Xie, Xiaoxin Chen

机构 * vivo AI Lab（vivo人工智能实验室） 纠错

Comments Accepted at EMNLP 2025

ToM-SSI: Evaluating Theory of Mind in Situated Social Interactions

Matteo Bortoletto, Constantin Ruhdorfer, Andreas Bulling

Comments EMNLP 2025 (Main)

Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs

Ayush Gupta, Ramneet Kaur, Anirban Roy, Adam D. Cobb, Rama Chellappa, Susmit Jha

机构 * SRI（SRI研究院） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

Comments Accepted to EMNLP 2025 main conference

Visual Contextual Attack: Jailbreaking MLLMs with Image-Driven Context Injection

Ziqi Miao, Yi Ding, Lijun Li, Jing Shao

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Purdue University（普渡大学） 纠错

Comments Accepted to EMNLP 2025 (Main). 17 pages, 7 figures

Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation

Jiahao Cheng, Tiancheng Su, Jia Yuan, Guoxiu He, Jiawei Liu, Xinqi Tao, Jingwen Xie, Huaxia Li

机构 * East China Normal University（东中国师范大学） ； Wuhan University（武汉大学） ； Xiaohongshu Inc.（小红书公司） 纠错

Comments Accepted at EMNLP 2025 Findings

UniversalCEFR: Enabling Open Multilingual Research on Language Proficiency Assessment

Joseph Marvin Imperial, Abdullah Barayan, Regina Stodden, Rodrigo Wilkens, Ricardo Munoz Sanchez, Lingyun Gao, Melissa Torgbi, Dawn Knight, Gail Forey, Reka R. Jablonkai, Ekaterina Kochmar, Robert Reynolds, Eugénio Ribeiro, Horacio Saggion, Elena Volodina, Sowmya Vajjala, Thomas François, Fernando Alva-Manchego, Harish Tayyar Madabushi

机构 * University of Bath（巴斯大学） ； Cardiff University（卡迪夫大学） ； National University Philippines（菲律宾国家大学） ； Bielefeld University（比勒菲尔德大学） ； University of Exeter（埃克塞特大学） ； University of Gothenburg（哥德堡大学） ； UCLouvain（列日大学） ； MBZUAI（马克斯·普朗克智能系统研究所） ； Brigham Young University（Brigham Young 大学） ； INESC-ID Lisboa（里斯本 INESC-ID） ； Instituto Universitário de Lisboa (ISCTE-IUL)（里斯本大学学院（ISCTE-IUL）） ； Universitat Pompeu Fabra（庞培法华大学） ； National Research Council, Canada（加拿大国家研究委员会） ； King Abdulaziz University（国王阿卜杜勒-阿齐兹大学） 纠错

Comments Accepted to EMNLP 2025 (Main Conference)

Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question Answering

Hwan Chang, Yumin Kim, Yonghyun Jun, Hwanhee Lee

机构 * Chung-Ang University（Chung-Ang 大学） 纠错

Comments EMNLP 2025 (Main Conference)

The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models

Adrian Cosma, Stefan Ruseti, Emilian Radoi, Mihai Dascalu

Comments Accepted at EMNLP 2025 Main as Oral Presentation (Top 15% of accepted papers)

Why Stop at One Error? Benchmarking LLMs as Data Science Code Debuggers for Multi-Hop and Multi-Bug Errors

Zhiyu Yang, Shuo Wang, Yukun Yan, Yang Deng

机构 * Singapore Management University（新加坡管理大学） ； Tsinghua University（清华大学） 纠错

Comments Accepted at EMNLP 2025 Main, Oral

TokenSkip: Controllable Chain-of-Thought Compression in LLMs

Heming Xia, Chak Tou Leong, Wenjie Wang, Yongqi Li, Wenjie Li

机构 * Department of Computing, The Hong Kong Polytechnic University（计算学系，香港理工大学） 纠错

Comments EMNLP 2025 (Long Paper), camera-ready version

Crafting Customisable Characters with LLMs: A Persona-Driven Role-Playing Agent Framework

Bohao Yang, Dong Liu, Chenghao Xiao, Kun Zhao, Chen Tang, Chao Li, Lin Yuan, Guang Yang, Chenghua Lin

机构 * The University of Manchester（曼彻斯特大学） ； Tencent Timi Studio（腾讯TIMI工作室） ； Durham University（杜伦大学） ； University of Pittsburgh（匹兹堡大学） ； University of Surrey（萨里大学） 纠错

Comments EMNLP 2025 Findings

Emphasising Structured Information: Integrating Abstract Meaning Representation into LLMs for Enhanced Open-Domain Dialogue Evaluation

Bohao Yang, Kun Zhao, Dong Liu, Chen Tang, Liang Zhan, Chenghua Lin

Comments EMNLP 2025 Findings

Steering Language Models in Multi-Token Generation: A Case Study on Tense and Aspect

Alina Klerings, Jannik Brinkmann, Daniel Ruffinelli, Simone Ponzetto

机构 * University of Mannheim（曼海姆大学） ； Technical University Clausthal（克劳斯泰尔大学） 纠错

Comments to be published in The 2025 Conference on Empirical Methods in Natural Language Processing

AMQ: Enabling AutoML for Mixed-precision Weight-Only Quantization of Large Language Models

Sangjun Lee, Seung-taek Woo, Jungyu Jin, Changhun Lee, Eunhyeok Park

机构 * Graduate School of Artificial Intelligence（人工智能研究生院） ； Department of Convergence IT Engineering（融合IT工程系） ； Pohang University of Science and Technology (POSTECH)（釜山科学技术大学） 纠错

Comments EMNLP 2025 Main Conference, Long Paper (Oral)

PledgeTracker: A System for Monitoring the Fulfilment of Pledges

Yulong Chen, Michael Sejr Schlichtkrull, Zhenyun Deng, David Corney, Nasim Asl, Joshua Salisbury, Andrew Dudfield, Andreas Vlachos

机构 * University of Cambridge（剑桥大学） ； Queen Mary University London（伦敦Queen Mary大学） ； Full Fact 纠错

Comments EMNLP 2025 demo

Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation

Hongxiang Zhang, Hao Chen, Muhao Chen, Tianyi Zhang

机构 * Purdue University（普渡大学） ； University of California, Davis（加州大学戴维斯分校） 纠错

Comments 19 pages, 3 figures, EMNLP 2025