EMNLP

LimRank: Less is More for Reasoning-Intensive Information Reranking

Tingyu Song, Yilun Zhao, Siyue Zhang, Chen Zhao, Arman Cohan

机构 * Yale NLP Lab（耶鲁大学自然语言处理实验室） 纠错

Comments EMNLP 2025 Main (Short)

Are LLMs Empathetic to All? Investigating the Influence of Multi-Demographic Personas on a Model's Empathy

Ananya Malik, Nazanin Sabri, Melissa Karnaze, Mai Elsherief

机构 * Northeastern University（东北大学） ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

Comments 9 pages, 4 figures, 4 tables, EMNLP 2025 Findings

Superficial Self-Improved Reasoners Benefit from Model Merging

Xiangchi Yuan, Chunhui Zhang, Zheyuan Liu, Dachuan Shi, Leyan Pan, Soroush Vosoughi, Wenke Lee

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Dartmouth College（达特茅斯学院） ； University of Notre Dame（诺丁汉大学） 纠错

Comments EMNLP 2025

Can Large Language Models Unlock Novel Scientific Research Ideas?

Sandeep Kumar, Tirthankar Ghosal, Vinayak Goyal, Asif Ekbal

机构 * Department of Computer Science and Engineering, Indian Institute of Technology Patna（计算机科学与工程系，印度理工学院帕纳布分校） ； National Center for Computational Sciences, Oak Ridge National Laboratory（计算科学国家中心，橡树岭国家实验室） 纠错

Comments EMNLP 2025 (Main)

Quality-Aware Translation Tagging in Multilingual RAG system

Hoyeon Moon, Byeolhee Kim, Nikhil Verma

机构 * Yonsei University（延世大学） ； University of Ulsan College of Medicine（釜山大学医学院） ； LG Electronics, Toronto AI Lab（LG电子，多伦多AI实验室） 纠错

Comments EMNLP 2025 MRL Workshop

Tagging-Augmented Generation: Assisting Language Models in Finding Intricate Knowledge In Long Contexts

Anwesan Pal, Karen Hovsepian, Tinghao Guo, Mengnan Zhao, Somendra Tripathi, Nikos Kanakaris, George Mihaila, Sumit Nigam

机构 * AWS AI Labs（AWS人工智能实验室） ； Amazon Web Services（亚马逊网络服务） ； Amazon OTS（亚马逊OTS） ； Amazon Catalog AI（亚马逊目录人工智能） 纠错

Comments Paper accepted at EMNLP 2025

VEHME: A Vision-Language Model For Evaluating Handwritten Mathematics Expressions

Thu Phuong Nguyen, Duc M. Nguyen, Hyotaek Jeon, Hyunwook Lee, Hyunmin Song, Sungahn Ko, Taehwan Kim

Comments EMNLP 2025. Project Website: https://vehme.github.io/

Dynamic Retriever for In-Context Knowledge Editing via Policy Optimization

Mahmud Wasif Nafee, Maiqi Jiang, Haipeng Chen, Yanfu Zhang

机构 * Rensselaer Polytechnic Institute（拉特格斯理工学院） ； Bangladesh University of Engineering and Technology（孟加拉工程与技术大学） ； College of William & Mary（威廉与玛丽学院） 纠错

Comments Accepted at EMNLP 2025. Copyright 2025 Association for Computational Linguistics (CC BY 4.0). 12 pages, 5 figures

Aligning LLMs for Multilingual Consistency in Enterprise Applications

Amit Agarwal, Hansa Meghwani, Hitesh Laxmichand Patel, Tao Sheng, Sujith Ravi, Dan Roth

机构 * Oracle AI 纠错

Comments Accepted at EMNLP 2025

MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation

Shoubin Yu, Yue Zhang, Ziyang Wang, Jaehong Yoon, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） ； Nanyang Technological University（南洋理工大学） 纠错

Comments EMNLP 2025 Findings; The first two authors contributed equally; Github link: https://github.com/Yui010206/MEXA

COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection

Jaewon Cheon, Pilsung Kang

Comments EMNLP 2025 (Main Track)

LyapLock: Bounded Knowledge Preservation in Sequential Large Language Model Editing

Peng Wang, Biyu Zhou, Xuehai Tang, Jizhong Han, Songlin Hu

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络空间安全学院） 纠错

Comments EMNLP 2025 main

SAGE: A Generic Framework for LLM Safety Evaluation

Madhur Jindal, Hari Shrawgi, Parag Agrawal, Sandipan Dandapat

Comments Accepted to EMNLP 2025

MOSAIC: Modeling Social AI for Content Dissemination and Regulation in Multi-Agent Simulations

Genglin Liu, Vivian Le, Salman Rahman, Elisa Kreiss, Marzyeh Ghassemi, Saadia Gabriel

机构 * University of California, Los Angeles（加州大学洛杉矶分校） ； MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） 纠错

Comments Accepted into EMNLP 2025 Main Conference, Oral Presentation

FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge

Nakyeong Yang, Minsung Kim, Seunghyun Yoon, Joongbo Shin, Kyomin Jung

机构 * Seoul National University（首尔国立大学） ； Adobe Research（Adobe研究） ； LG AI Research（LG人工智能研究） 纠错

Comments accepted to EMNLP 2025

Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems

Kayhan Behdin, Ata Fatahibaarzi, Qingquan Song, Yun Dai, Aman Gupta, Zhipeng Wang, Shao Tang, Hejian Sang, Gregory Dexter, Sirou Zhu, Siyu Zhu, Tejas Dharamsi, Vignesh Kothapalli, Zhoutong Fu, Yihan Cao, Pin-Lun Hsu, Fedor Borisyuk, Natesh Pillai, Luke Simon, Rahul Mazumder

机构 * LinkedIn ； LinkedIn LLM Efficiency Core Team（LinkedIn LLM效率核心团队） ； MIT（麻省理工学院） 纠错

Comments Accepted to EMNLP 2025 Industry Track - Oral Presentation

ControlText: Unlocking Controllable Fonts in Multilingual Text Rendering without Font Annotations

Bowen Jiang, Yuan Yuan, Xinyi Bai, Zhuoqun Hao, Alyson Yin, Yaojie Hu, Wenyu Liao, Lyle Ungar, Camillo J. Taylor

机构 * University of Pennsylvania（宾夕法尼亚大学） ； Cornell University（康奈尔大学） ； University of California, Irvine（加州大学伊藤分校） 纠错

Comments The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP) Findings

Leveraging Large Language Models for Code-Mixed Data Augmentation in Sentiment Analysis

Linda Zeng

机构 * The Harker School（哈克尔学校） 纠错

Comments 17 pages, 4 figures, 11 tables, To be published in the Proceedings of the Second Workshop on Social Influence in Conversations (SICon 2024), co-located with EMNLP 2024

Chatbot To Help Patients Understand Their Health

Won Seok Jang, Hieu Tran, Manav Mistry, SaiKiran Gandluri, Yifan Zhang, Sharmin Sultana, Sunjae Kown, Yuan Zhang, Zonghai Yao, Hong Yu

机构 * Center for Healthcare Organization and Implementation Research, VA Bedford Health Care（VA贝德福德医疗中心健康组织与实施研究中心） ； Miner School of Computer and Information Sciences, University of Massachusetts Lowell（马萨诸塞大学洛厄尔分校计算机与信息科学学院） ； Manning College of Information and Computer Sciences, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校信息与计算机科学学院） 纠错

Comments Accepted in EMNLP 2025 Findings

Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning tasks

Gregory Kang Ruey Lau, Wenyang Hu, Diwen Liu, Jizhuo Chen, See-Kiong Ng, Bryan Kian Hsiang Low

机构 * National University of Singapore（新加坡国立大学） ； SAP（SAP公司） 纠错

Comments Accepted to EMNLP 2025 Main Conference