EMNLP

Flaw or Artifact? Rethinking Prompt Sensitivity in Evaluating LLMs

Andong Hua, Kenan Tang, Chenhe Gu, Jindong Gu, Eric Wong, Yao Qin

机构 * UC Santa Barbara（加州大学圣芭芭拉分校） ； UC Irvine（加州大学伊尔弗雷德分校） ； University of Oxford（牛津大学） ； University of Pennsylvania（宾夕法尼亚大学） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry

Shanshan Wang, Junchao Wu, Fengying Ye, Jingming Yao, Lidia S. Chao, Derek F. Wong

机构 * NLP 2 CT Lab, Department of Computer and Information Science, University of Macau（计算机与信息科学系，澳门大学） ； Department of Portuguese, Faculty of Arts and Humanities, University of Macau（文学与人文学院，澳门大学） 纠错

Comments Accepted by EMNLP 2025

Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA

Yuchen Wu, Liang Ding, Li Shen, Dacheng Tao

机构 * Shanghai Jiao Tong University（上海交通大学） ； The University of Sydney（悉尼大学） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） ； Nanyang Technological University（南洋理工大学） 纠错

Comments EMNLP 2025 Findings

LLMs cannot spot math errors, even when allowed to peek into the solution

KV Aditya Srivatsa, Kaushal Kumar Maurya, Ekaterina Kochmar

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫莫德·宾·扎耶德人工智能大学） 纠错

Comments Accepted to EMNLP 2025

Enhancing Partially Relevant Video Retrieval with Robust Alignment Learning

Long Zhang, Peipei Song, Jianfeng Dong, Kun Li, Xun Yang

机构 * University of Science and Technology of China（中国科学技术大学） ； MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China（中国科学技术大学脑启发式智能感知与认知实验室） ； Zhejiang Gongshang University（浙江工商大学） ； ReLER, CCAI, Zhejiang University（ReLER，中国计算机学会，浙江大学） 纠错

Comments Accepted at EMNLP 2025

DPF-CM: A Data Processing Framework with Privacy-Preserving Vector Databases for Chinese Medical LLMs Training and Deployment

Wei Huang, Anda Cheng, Zhao Zhang, Yinggui Wang

机构 * Ant Group（蚂蚁集团） 纠错

Comments Accepted by EMNLP 2025

LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition

Qianrui Zhou, Hua Xu, Yifan Wang, Xinzhi Dong, Hanlei Zhang

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； School of Information Science and Engineering, Hebei University of Science and Technology（河北科技大学信息科学与工程学院） 纠错

Comments Accepted by EMNLP 2025 (Main Track, Long Paper)

KoBLEX: Open Legal Question Answering with Multi-hop Reasoning

Jihyung Lee, Daehui Kim, Seonjeong Hwang, Hyounghun Kim, Gary Lee

机构 * Graduate School of Artificial Intelligence, POSTECH, Republic of Korea（人工智能研究生院，POSTECH，韩国） ； Department of Computer Science and Engineering, POSTECH, Republic of Korea（计算机科学与工程系，POSTECH，韩国） ； AI Future Lab, KT, Republic of Korea（AI未来实验室，KT，韩国） 纠错

Comments EMNLP 2025 Main Conference

POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion

Yuan Liu, Zhongyin Zhao, Le Tian, Haicheng Wang, Xubing Ye, Yangxiu You, Zilin Yu, Chuhan Wu, Xiao Zhou, Yang Yu, Jie Zhou

Comments Accepted by EMNLP 2025 Main Conference

Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning

Yu Liu, Yanan Cao, Xixun Lin, Yanmin Shang, Shi Wang, Shirui Pan

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） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； Griffith University（格里菲斯大学） 纠错

Comments EMNLP 2025, Main, Long Paper

Zero-shot Cross-lingual NER via Mitigating Language Difference: An Entity-aligned Translation Perspective

Zhihao Zhang, Sophia Yat Mei Lee, Dong Zhang, Shoushan Li, Guodong Zhou

机构 * School of Computer Science & Technology, NLP Lab, Soochow University, China（计算机科学与技术学院、自然语言处理实验室、苏州大学） ； Department of Chinese and Bilingual Studies, The Hong Kong Polytechnic University（中文与双语研究系、香港理工大学） 纠错

Comments EMNLP 2025

Natural Context Drift Undermines the Natural Language Understanding of Large Language Models

Yulong Wu, Viktor Schlegel, Riza Batista-Navarro

机构 * Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系） ； Imperial College London, Imperial Global Singapore（伦敦帝国学院，帝国全球新加坡） 纠错

Comments EMNLP 2025 Findings

How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on $τ$-bench

Venkatesh Mishra, Amir Saeidi, Satyam Raj, Mutsumi Nakamura, Jayanth Srinivasa, Gaowen Liu, Ali Payani, Chitta Baral

机构 * Arizona State University（亚利桑那州立大学） ； Cisco Research（思科研究） 纠错

Comments Accepted to EMNLP 2025 Findings

Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRA

Patryk Marszałek, Klaudia Bałazy, Jacek Tabor, Tomasz Kuśmierczyk

机构 * Jagiellonian University（雅盖隆大学） 纠错

Comments Accepted to Findings of the Association for Computational Linguistics: EMNLP 2025

ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration

Haozhan Shen, Kangjia Zhao, Tiancheng Zhao, Ruochen Xu, Zilun Zhang, Mingwei Zhu, Jianwei Yin

机构 * Zhejiang University（浙江大学） ； Om AI Research（Om AI 研究所） ； Binjiang Institute of Zhejiang University（浙江大学滨江研究院） 纠错

Comments Accepted by EMNLP-2025 Main. Project page: https://szhanz.github.io/zoomeye/

How Does Knowledge Selection Help Retrieval Augmented Generation?

Xiangci Li, Jessica Ouyang

机构 * AWS AI Labs（AWS人工智能实验室） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

Comments Accepted by Findings of EMNLP 2025

DivScene: Towards Open-Vocabulary Object Navigation with Large Vision Language Models in Diverse Scenes

Zhaowei Wang, Hongming Zhang, Tianqing Fang, Ye Tian, Yue Yang, Kaixin Ma, Xiaoman Pan, Yangqiu Song, Dong Yu

机构 * CSE Department, HKUST（香港科技大学计算机科学与工程系） ； Tencent AI Lab（腾讯AI实验室） ； Robotics X, Tencent（腾讯机器人实验室） ； University of Pennsylvania（宾夕法尼亚大学） 纠错

Comments EMNLP 2025

Intrinsic Test of Unlearning Using Parametric Knowledge Traces

Yihuai Hong, Lei Yu, Haiqin Yang, Shauli Ravfogel, Mor Geva

机构 * New York University（纽约大学） ； University of Toronto（多伦多大学） ； International Digital Economy Academy (IDEA), China（国际数字经济学院（IDEA）） ； Bar-Ilan University（巴伊兰大学） ； Tel Aviv University（特拉维夫大学） 纠错

Comments Accepted in EMNLP 2025 Main

We Politely Insist: Your LLM Must Learn the Persian Art of Taarof

Nikta Gohari Sadr, Sahar Heidariasl, Karine Megerdoomian, Laleh Seyyed-Kalantari, Ali Emami

机构 * Brock University（布鲁克大学） ； Zoorna AI ； York University（约克大学） ； Emory University（埃默里大学） 纠错

Comments Accepted to EMNLP 2025 Main Conference

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation

Ziyi Guan, Jason Chun Lok Li, Zhijian Hou, Pingping Zhang, Donglai Xu, Yuzhi Zhao, Mengyang Wu, Jinpeng Chen, Thanh-Toan Nguyen, Pengfei Xian, Wenao Ma, Shengchao Qin, Graziano Chesi, Ngai Wong

机构 * Huawei Hong Kong Research Center（华为香港研究部） ； The University of Hong Kong（香港大学） ； City University of Hong Kong（城市大学） ； Guangzhou Institute of Technology, Xidian University（广州技术学院，西安电子科技大学） ； ICTT and ISN Laboratory, Xidian University（ICTT和ISN实验室，西安电子科技大学） 纠错

Comments Accepted by the EMNLP 2025

SEAL: Structure and Element Aware Learning to Improve Long Structured Document Retrieval

Xinhao Huang, Zhibo Ren, Yipeng Yu, Ying Zhou, Zulong Chen, Zeyi Wen

机构 * HKUST (Guangzhou)（香港科技大学（广州）） ； HKUST（香港科技大学） ； Alibaba Group（阿里巴巴集团） ； Zhejiang Lab（浙江实验室） 纠错

Comments Accepted at EMNLP 2025 Main Conference

KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts

Taebaek Hwang, Minseo Kim, Gisang Lee, Seonuk Kim, Hyunjun Eun

机构 * Waddle ； Seoul National University（首尔国立大学） ； Krafton ； UNIST（全南大学） ； SK Telecom（SK电信） 纠错

Comments Accepted to EMNLP 2025 (Main Conference)

Continuously Steering LLMs Sensitivity to Contextual Knowledge with Proxy Models

Yilin Wang, Heng Wang, Yuyang Bai, Minnan Luo

机构 * Xi’an Jiaotong University（西安交通大学） 纠错

Comments emnlp 2025

CoViPAL: Layer-wise Contextualized Visual Token Pruning for Large Vision-Language Models

Zicong Tang, Ziyang Ma, Suqing Wang, Zuchao Li, Lefei Zhang, Hai Zhao, Yun Li, Qianren Wang

机构 * School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） ； School of Computer Science, Wuhan University（武汉大学计算机学院） ； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机学院） ； Cognitive AI Lab, Shanghai Huawei Technologies, China（上海华为技术有限公司认知人工智能实验室） 纠错

Comments Accepted by EMNLP 2025

From Disagreement to Understanding: The Case for Ambiguity Detection in NLI

Chathuri Jayaweera, Bonnie J. Dorr

机构 * University of Florida（佛罗里达大学） 纠错

Comments Accepted at Workshop on Perspectivist Approaches to NLP (NLPerspectives), EMNLP 2025, 10 pages, 7 figures

Agentic-R1: Distilled Dual-Strategy Reasoning

Weihua Du, Pranjal Aggarwal, Sean Welleck, Yiming Yang

机构 * Language Technologies Institute, Carnegie Mellon University（语言技术研究所，卡内基梅隆大学） 纠错

Comments Accepted by EMNLP 2025. 15 pages. Project available at https://github.com/StigLidu/DualDistill

PreGenie: An Agentic Framework for High-quality Visual Presentation Generation

Xiaojie Xu, Xinli Xu, Sirui Chen, Haoyu Chen, Fan Zhang, Ying-Cong Chen

机构 * The Hong Kong University of Science and Technology(Guangzhou)（香港科技大学（广州）） ； The Hong Kong University of Science and Technology（香港科技大学） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

Comments Accepted at EMNLP 2025, Findings

Does Acceleration Cause Hidden Instability in Vision Language Models? Uncovering Instance-Level Divergence Through a Large-Scale Empirical Study

Yizheng Sun, Hao Li, Chang Xu, Hongpeng Zhou, Chenghua Lin, Riza Batista-Navarro, Jingyuan Sun

机构 * University of Manchester（曼彻斯特大学） ； Microsoft Research（微软研究院） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Zirui Song, Bin Yan, Yuhan Liu, Miao Fang, Mingzhe Li, Rui Yan, Xiuying Chen

机构 * Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed大学） ； Northeastern University（东北大学） ； Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； ByteDance（字节跳动） ； Wuhan University（武汉大学） 纠错

Comments EMNLP 2025 findings

Distill Visual Chart Reasoning Ability from LLMs to MLLMs

Wei He, Zhiheng Xi, Wanxu Zhao, Xiaoran Fan, Yiwen Ding, Zifei Shan, Tao Gui, Qi Zhang, Xuanjing Huang

机构 * School of Computer Science, Fudan University（复旦大学计算机学院） ； Weixin Group, Tencent（腾讯Weixin部门） ； Shanghai Innovation Institute（上海创新研究院） ； Shanghai Key Lab of Intelligent Information Processing（上海智能信息处理重点实验室） 纠错

Comments Accepted to EMNLP 2025 Findings. The code and dataset are publicly available at https://github.com/hewei2001/ReachQA