EMNLP

BBScoreV2: Learning Time-Evolution and Latent Alignment from Stochastic Representation

Tianhao Zhang, Zhecheng Sheng, Zhexiao Lin, Chen Jiang, Dongyeop Kang

机构 * University of Minnesota, Twin Cities（明尼苏达大学，双城分校） ； University of California, Berkeley（加州大学伯克利分校） 纠错

Journal ref The 2025 Conference on Empirical Methods in Natural Language Processing

Beyond Spurious Signals: Debiasing Multimodal Large Language Models via Counterfactual Inference and Adaptive Expert Routing

Zichen Wu, Hsiu-Yuan Huang, Yunfang Wu

机构 * School of Computer Science, Peking University（北京大学计算机科学学院） ； MOE Key Laboratory of Computational Linguistics, Peking University（北京大学教育部计算语言学重点实验室） ； National Key Laboratory for Multimedia Information Processing, Peking University（北京大学国家多媒体信息处理重点实验室） 纠错

Comments Accepted by EMNLP 2025 Findings

Predicting Language Models' Success at Zero-Shot Probabilistic Prediction

Kevin Ren, Santiago Cortes-Gomez, Carlos Miguel Patiño, Ananya Joshi, Ruiqi Lyu, Jingjing Tang, Alistair Turcan, Khurram Yamin, Steven Wu, Bryan Wilder

机构 * Cornell Tech（康奈尔科技） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments EMNLP Findings 2025. We release our code at: camera-ready" target="_blank" rel="noopener">https://github.com/kkr36/llm-eval/tree/camera-ready

Real, Fake, or Manipulated? Detecting Machine-Influenced Text

Yitong Wang, Zhongping Zhang, Margherita Piana, Zheng Zhou, Peter Gerstoft, Bryan A. Plummer

机构 * Boston University（波士顿大学） ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

Comments Accepted to EMNLP 2025 Findings

Subjective Behaviors and Preferences in LLM: Language of Browsing

Sai Sundaresan, Harshita Chopra, Atanu R. Sinha, Koustava Goswami, Nagasai Saketh Naidu, Raghav Karan, N Anushka

机构 * Adobe Research（Adobe研究院） ； University of Washington, Seattle（华盛顿大学） 纠错

Comments Accepted at EMNLP 2025

reWordBench: Benchmarking and Improving the Robustness of Reward Models with Transformed Inputs

Zhaofeng Wu, Michihiro Yasunaga, Andrew Cohen, Yoon Kim, Asli Celikyilmaz, Marjan Ghazvininejad

机构 * FAIR at Meta（Meta 的 FAIR 部门） ； MIT（麻省理工学院） 纠错

Comments EMNLP 2025

AIP: Subverting Retrieval-Augmented Generation via Adversarial Instructional Prompt

Saket S. Chaturvedi, Gaurav Bagwe, Lan Zhang, Xiaoyong Yuan

机构 * Clemson University（克莱姆森大学） 纠错

Comments Accepted at EMNLP 2025 Conference

CLEAR: A Comprehensive Linguistic Evaluation of Argument Rewriting by Large Language Models

Thomas Huber, Christina Niklaus

机构 * University of St. Gallen（圣加尔登大学） 纠错

Comments Accepted at EMNLP 2025 Findings

Mind the Gap: A Closer Look at Tokenization for Multiple-Choice Question Answering with LLMs

Mario Sanz-Guerrero, Minh Duc Bui, Katharina von der Wense

机构 * Johannes Gutenberg University Mainz（法兰克福-马因茨大学） ； University of Colorado Boulder（科罗拉多大学博尔德分校） 纠错

Comments Accepted to EMNLP 2025 Main

A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making

Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng, Yanyuan Qiao, Imran Razzak, Yutong Xie

机构 * Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)（莫扎德·本·扎耶德人工智能大学） ； University of Electronic Science and Technology of China（电子科学与技术大学） ； Swiss Federal Institute of Technology Lausanne (EPFL)（苏黎世联邦理工学院） 纠错

Comments The paper has been accepted to the EMNLP 2025 Main Conference

Evaluating Large Language Models for Cross-Lingual Retrieval

Longfei Zuo, Pingjun Hong, Oliver Kraus, Barbara Plank, Robert Litschko

Comments Accepted at EMNLP 2025 (Findings)

From Ground Trust to Truth: Disparities in Offensive Language Judgments on Contemporary Korean Political Discourse

Seunguk Yu, Jungmin Yun, Jinhee Jang, Youngbin Kim

Comments EMNLP 2025 findings

MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models

Siyu Yan, Long Zeng, Xuecheng Wu, Chengcheng Han, Kongcheng Zhang, Chong Peng, Xuezhi Cao, Xunliang Cai, Chenjuan Guo

机构 * East China Normal University（东华大学） ； Xi’an Jiaotong University（西安交通大学） ； Meituan（美团） ； Zhejiang University（浙江大学） 纠错

Comments EMNLP 2025 main conference

Reveal and Release: Iterative LLM Unlearning with Self-generated Data

Linxi Xie, Xin Teng, Shichang Ke, Hongyi Wen, Shengjie Wang

机构 * New York University Shanghai（纽约大学上海） 纠错

Comments Accepted to EMNLP 2025 Findings

Catch Me If You Can? Not Yet: LLMs Still Struggle to Imitate the Implicit Writing Styles of Everyday Authors

Zhengxiang Wang, Nafis Irtiza Tripto, Solha Park, Zhenzhen Li, Jiawei Zhou

机构 * Stony Brook University（石英溪大学） ； The Pennsylvania State University（宾夕法尼亚州立大学） ； Bosch Center for AI（博世人工智能中心） 纠错

Comments EMNLP 2025 (Findings)

Not What the Doctor Ordered: Surveying LLM-based De-identification and Quantifying Clinical Information Loss

Kiana Aghakasiri, Noopur Zambare, JoAnn Thai, Carrie Ye, Mayur Mehta, J. Ross Mitchell, Mohamed Abdalla

机构 * Department of Computing Science, University of Alberta（计算科学系，阿尔伯塔大学） ； Department of Medicine, University of Alberta（医学系，阿尔伯塔大学） ； Alberta Machine Intelligence Institute (Amii)（阿尔伯塔机器智能研究所） ； Arthritis Research Canada（关节炎研究加拿大） 纠错

Comments Accepted to EMNLP 2025

Annotating Training Data for Conditional Semantic Textual Similarity Measurement using Large Language Models

Gaifan Zhang, Yi Zhou, Danushka Bollegala

机构 * University of Liverpool（利弗池大学） ； Cardiff University（卡迪夫大学） 纠错

Comments Accepted to EMNLP 2025

AssoCiAm: A Benchmark for Evaluating Association Thinking while Circumventing Ambiguity

Yifan Liu, Wenkuan Zhao, Shanshan Zhong, Jinghui Qin, Mingfu Liang, Zhongzhan Huang, Wushao Wen

机构 * Sun Yat-sen University（中山大学） ； Guangdong University of Technology（广东工业大学） ； Northwestern University（西北大学） 纠错

Comments Accepted by EMNLP 2025 main track

Pluralistic Alignment for Healthcare: A Role-Driven Framework

Jiayou Zhong, Anudeex Shetty, Chao Jia, Xuanrui Lin, Usman Naseem

机构 * Cheriton School of Computer Science, University of Waterloo（滑铁卢大学计算机科学学院） ； School of Computing, FSE, Macquarie University（麦觉大学计算机学院） ； School of Computing and Information System, the University of Melbourne（墨尔本大学计算机与信息系统学院） ； Rajax Network Technology (ele.me), China（中国Rajax网络技术（饿了么）） ； Alibaba Cloud Computing, Alibaba Group, China（中国阿里云 computing，阿里集团） 纠错

Comments Accepted to EMNLP 2025 (Main Proceedings)

MovieCORE: COgnitive REasoning in Movies

Gueter Josmy Faure, Min-Hung Chen, Jia-Fong Yeh, Ying Cheng, Hung-Ting Su, Yung-Hao Tang, Shang-Hong Lai, Winston H. Hsu

机构 * National Taiwan University（国立台湾大学） ； NVIDIA ； National Tsing Hua University（国立清华大学） 纠错

Comments Accepted for EMNLP'2025 Main Conference (Oral Presentation). Project Page: https://joslefaure.github.io/assets/html/moviecore.html

SMART: Simulated Students Aligned with Item Response Theory for Question Difficulty Prediction

Alexander Scarlatos, Nigel Fernandez, Christopher Ormerod, Susan Lottridge, Andrew Lan

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） ； Cambium Assessment（Cambium评估） 纠错

Comments Published in EMNLP 2025: The 2025 Conference on Empirical Methods in Natural Language Processing

DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning

Tanmay Parekh, Kartik Mehta, Ninareh Mehrabi, Kai-Wei Chang, Nanyun Peng

机构 * Computer Science Department, University of California, Los Angeles（加州大学洛杉矶分校计算机科学系） 纠错

Comments Accepted at EMNLP 2025 Main

ImpRAG: Retrieval-Augmented Generation with Implicit Queries

Wenzheng Zhang, Xi Victoria Lin, Karl Stratos, Wen-tau Yih, Mingda Chen

机构 * Rutgers University（新泽西罗格斯大学） ； FAIR, Meta（FAIR，Meta） 纠错

Comments Findings of EMNLP 2025

Enhancing Logical Reasoning in Language Models via Symbolically-Guided Monte Carlo Process Supervision

Xingwei Tan, Marco Valentino, Mahmud Akhter, Maria Liakata, Nikolaos Aletras

机构 * School of Computer Science, University of Sheffield（谢菲尔德大学计算机科学学院） ； School of Electronic Engineering and Computer Science, Queen Mary University of London（伦敦大学玛丽女王学院电子工程与计算机科学学院） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

Comments EMNLP 2025 (Main), 9+6 pages

Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models

Ercong Nie, Helmut Schmid, Hinrich Schütze

机构 * Center for Information and Language Processing (CIS)（信息与语言处理中心） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） 纠错

Comments Accepted to EMNLP 2025 Findings

An Empirical Study of Position Bias in Modern Information Retrieval

Ziyang Zeng, Dun Zhang, Jiacheng Li, Panxiang Zou, Yudong Zhou, Yuqing Yang

Comments EMNLP 2025 Findings (camera-ready)

CARE: Multilingual Human Preference Learning for Cultural Awareness

Geyang Guo, Tarek Naous, Hiromi Wakaki, Yukiko Nishimura, Yuki Mitsufuji, Alan Ritter, Wei Xu

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Sony Group Corporation（索尼集团） ； Sony AI（索尼人工智能） 纠错

Comments Accepted at EMNLP 2025

Unsupervised Concept Vector Extraction for Bias Control in LLMs

Hannah Cyberey, Yangfeng Ji, David Evans

机构 * Department of Computer Science University of Virginia（计算机科学系 首都维吉尼亚大学） 纠错

Comments Accepted to EMNLP 2025

SNaRe: Domain-aware Data Generation for Low-Resource Event Detection

Tanmay Parekh, Yuxuan Dong, Lucas Bandarkar, Artin Kim, I-Hung Hsu, Kai-Wei Chang, Nanyun Peng

机构 * Computer Science Department, University of California, Los Angeles（加州大学洛杉矶分校计算机科学系） 纠错

Comments Accepted at EMNLP 2025 Main

Superpose Task-specific Features for Model Merging

Haiquan Qiu, You Wu, Dong Li, Jianmin Guo, Quanming Yao

机构 * Tsinghua University（清华大学） ； Huawei（华为） ； State Key laboratory of Space Network and Communications（空间网络与通信国家重点实验室） 纠错

Comments EMNLP 2025