EMNLP

CodeRAG: Finding Relevant and Necessary Knowledge for Retrieval-Augmented Repository-Level Code Completion

Sheng Zhang, Yifan Ding, Shuquan Lian, Shun Song, Hui Li

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing Ministry of Education of China（教育部多媒体可信感知与高效计算重点实验室） ； Xiamen University（厦门大学） ； Ant Group（蚂蚁集团） 纠错

Comments EMNLP 2025

It Depends: Resolving Referential Ambiguity in Minimal Contexts with Commonsense Knowledge

Lukas Ellinger, Georg Groh

机构 * School for Computation, Information and Technology（计算、信息与技术学院） ； Technical University of Munich（慕尼黑技术大学） 纠错

Comments Accepted by UncertaiNLP workshop @ EMNLP 2025

Randomized Smoothing Meets Vision-Language Models

Emmanouil Seferis, Changshun Wu, Stefanos Kollias, Saddek Bensalem, Chih-Hong Cheng

机构 * National Technical University of Athens（希腊雅典国家技术大学） ； Université Grenoble Alpes（格勒诺布尔阿尔卑斯大学） ； CSX-AI（CSX-AI公司） ； Carl von Ossietzky University of Oldenburg（奥尔登堡卡尔·冯·奥西特齐大学） ； Chalmers University of Technology（查尔姆斯理工大学） 纠错

Comments EMNLP'25 full version, including appendix (proofs, additional experiments)

SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection

Maithili Joshi, Palash Nandi, Tanmoy Chakraborty

机构 * Indian Institute of Technology Delhi（印度理工学院德里） 纠错

Comments Accepted in EMNLP'25 Main

Think, Verbalize, then Speak: Bridging Complex Thoughts and Comprehensible Speech

Sang Hoon Woo, Sehun Lee, Kang-wook Kim, Gunhee Kim

机构 * Seoul National University（首尔国立大学） 纠错

Comments EMNLP 2025 Main. Project page: https://yhytoto12.github.io/TVS-ReVerT

Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment

Ahmed Karim, Qiao Wang, Zheng Yuan

机构 * King’s College London（伦敦国王学院） ； Hosei University（Hosei大学） ； University of Sheffield（谢菲尔德大学） 纠错

Comments Accepted at EMNLP 2025 (Main Conference). Camera-ready version

The Psychology of Falsehood: A Human-Centric Survey of Misinformation Detection

Arghodeep Nandi, Megha Sundriyal, Euna Mehnaz Khan, Jikai Sun, Emily Vraga, Jaideep Srivastava, Tanmoy Chakraborty

机构 * Indian Institute of Technology Delhi（印度理工学院德里） ； Max Planck Institute for Security and Privacy（安全与隐私马克斯·普朗克研究所） ； University of Minnesota - Twin Cities（明尼苏达大学双城分校） 纠错

Comments Accepted in EMNLP'25 Main

Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics

Reza Sanayei, Srdjan Vesic, Eduardo Blanco, Mihai Surdeanu

机构 * Department of Computer Science, University of Arizona（亚利桑那大学计算机科学系） ； CRIL CNRS & University of Artois（CNRS CRIL与阿维尼昂大学） 纠错

Comments Accepted to EMNLP 2025 Findings

REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

机构 * RMIT University（皇家墨尔本理工大学） 纠错

Comments Accepted to the 5th New Frontiers in Summarization Workshop (NewSumm@EMNLP 2025)

Once Upon a Time: Interactive Learning for Storytelling with Small Language Models

Jonas Mayer Martins, Ali Hamza Bashir, Muhammad Rehan Khalid, Lisa Beinborn

机构 * University of Göttingen, Institute of Computer Science（哥廷根大学计算机科学学院） 纠错

Comments EMNLP 2025, BabyLM Challenge; 16 pages, 6 figures

Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations

Linyang He, Qiaolin Wang, Xilin Jiang, Nima Mesgarani

机构 * Department of Electrical Engineering, Columbia University（哥伦比亚大学电气工程系） 纠错

Comments EMNLP 2025 Main Conference (Oral)

SciEvent: Benchmarking Multi-domain Scientific Event Extraction

Bofu Dong, Pritesh Shah, Sumedh Sonawane, Tiyasha Banerjee, Erin Brady, Xinya Du, Ming Jiang

机构 * Indiana University Indianapolis（印第安纳大学印第安纳波利斯分校） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

Comments 9 pages, 8 figures (main); 22 pages, 11 figures (appendix). Accepted to EMNLP 2025 (Main Conference)

SERVAL: Surprisingly Effective Zero-Shot Visual Document Retrieval Powered by Large Vision and Language Models

Thong Nguyen, Yibin Lei, Jia-Huei Ju, Andrew Yates

Comments Accepted

Journal ref EMNLP 2025

SENTRA: Selected-Next-Token Transformer for LLM Text Detection

Mitchell Plyler, Yilun Zhang, Alexander Tuzhilin, Saoud Khalifah, Sen Tian

机构 * Mozilla Corporation（Mozilla公司） ； New York University（纽约大学） ； Ciphero AI（Ciphero人工智能） 纠错

Comments EMNLP Findings 2025

DischargeSim: A Simulation Benchmark for Educational Doctor-Patient Communication at Discharge

Zonghai Yao, Michael Sun, Won Seok Jang, Sunjae Kwon, Soie Kwon, Hong Yu

Comments Equal contribution for the first two authors. To appear in the proceedings of the Main Conference on Empirical Methods in Natural Language Processing (EMNLP) 2025

MedCOD: Enhancing English-to-Spanish Medical Translation of Large Language Models Using Enriched Chain-of-Dictionary Framework

Md Shahidul Salim, Lian Fu, Arav Adikesh Ramakrishnan, Zonghai Yao, Hong Yu

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

Comments To appear in Findings of the Association for Computational Linguistics: EMNLP 2025

Not All Parameters Are Created Equal: Smart Isolation Boosts Fine-Tuning Performance

Yao Wang, Di Liang, Minlong Peng

机构 * University of New South Wales（新南威尔士大学） ； ByteDance Inc.（字节跳动公司） ； Fudan University（复旦大学） 纠错

Comments Accepted to EMNLP 2025 Main Conference

WangchanThaiInstruct: An instruction-following Dataset for Culture-Aware, Multitask, and Multi-domain Evaluation in Thai

Peerat Limkonchotiwat, Pume Tuchinda, Lalita Lowphansirikul, Surapon Nonesung, Panuthep Tasawong, Alham Fikri Aji, Can Udomcharoenchaikit, Sarana Nutanong

机构 * AI Singapore（AI新加坡） ； VISTEC ； MBZUAI 纠错

Comments Accepted to EMNLP 2025 (Main). Model and Dataset: https://huggingface.co/collections/airesearch/wangchan-thai-instruction-6835722a30b98e01598984fd

VLA-Mark: A cross modal watermark for large vision-language alignment model

Shuliang Liu, Qi Zheng, Jesse Jiaxi Xu, Yibo Yan, Junyan Zhang, He Geng, Aiwei Liu, Peijie Jiang, Jia Liu, Yik-Cheung Tam, Xuming Hu

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） ； University of Toronto（多伦多大学） ； Ant Group, Alibaba（蚂蚁集团，阿里巴巴） ； New York University Shanghai（纽约大学上海分校） 纠错

Comments Accepted by the main conference, EMNLP 2025

Translationese-index: Using Likelihood Ratios for Graded and Generalizable Measurement of Translationese

Yikang Liu, Wanyang Zhang, Yiming Wang, Jialong Tang, Pei Zhang, Baosong Yang, Fei Huang, Rui Wang, Hai Hu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Peking University（北京大学） ； Tongyi Lab（通义实验室） ； City University of Hong Kong（香港城市大学） 纠错

Comments EMNLP 2025 camera-ready

A Rigorous Evaluation of LLM Data Generation Strategies for Low-Resource Languages

Tatiana Anikina, Jan Cegin, Jakub Simko, Simon Ostermann

机构 * German Research Institute for Artificial Intelligence (DFKI)（德国人工智能研究所） ； Faculty of Information Technology, Brno University of Technology（信息科技学院，布拉格技术大学） ； Kempelen Institute of Intelligent Technologies（智能技术研究所） 纠错

Comments Accepted to EMNLP 2025 Main

Benchmarking Debiasing Methods for LLM-based Parameter Estimates

Nicolas Audinet de Pieuchon, Adel Daoud, Connor T. Jerzak, Moa Johansson, Richard Johansson

机构 * Chalmers University of Technology（查尔姆斯理工大学） ； Linköping University（林肯大学） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） ； University of Gothenburg（哥德堡大学） 纠错

Comments To appear as: Nicolas Audinet de Pieuchon, Adel Daoud, Connor T. Jerzak, Moa Johansson, Richard Johansson. Benchmarking Debiasing Methods for LLM-based Parameter Estimates. In: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025

LLMs Can Compensate for Deficiencies in Visual Representations

Sho Takishita, Jay Gala, Abdelrahman Mohamed, Kentaro Inui, Yova Kementchedjhieva

机构 * Fujitsu Limited（富士通有限公司） ； MBZUAI ； Tohoku University（东北大学） ； RIKEN（日本研究机构） 纠错

Comments EMNLP 2025 Findings

SEMMA: A Semantic Aware Knowledge Graph Foundation Model

Arvindh Arun, Sumit Kumar, Mojtaba Nayyeri, Bo Xiong, Ponnurangam Kumaraguru, Antonio Vergari, Steffen Staab

机构 * Institute for AI, University of Stuttgart（斯图加特大学人工智能研究所） ； IIIT Hyderabad（海得拉巴国家理工学院） ； Stanford University（斯坦福大学） ； University of Edinburgh（爱丁堡大学） ； University of Southampton（南安普顿大学） 纠错

Comments EMNLP 2025

AmpleHate: Amplifying the Attention for Versatile Implicit Hate Detection

Yejin Lee, Joonghyuk Hahn, Hyeseon Ahn, Yo-Sub Han

Comments 13 pages, 4 figures, EMNLP 2025

Measuring Lexical Diversity of Synthetic Data Generated through Fine-Grained Persona Prompting

Gauri Kambhatla, Chantal Shaib, Venkata Govindarajan

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Northeastern University（东北大学） ； Ithaca College（伊萨卡学院） 纠错

Comments Accepted to EMNLP Findings 2025

SPaRC: A Spatial Pathfinding Reasoning Challenge

Lars Benedikt Kaesberg, Jan Philip Wahle, Terry Ruas, Bela Gipp

Comments Accepted at EMNLP 2025 (Main)

Journal ref EMNLP 2025

CLEAR: A Clinically-Grounded Tabular Framework for Radiology Report Evaluation

Yuyang Jiang, Chacha Chen, Shengyuan Wang, Feng Li, Zecong Tang, Benjamin M. Mervak, Lydia Chelala, Christopher M Straus, Reve Chahine, Samuel G. Armato, Chenhao Tan

机构 * University of Chicago（芝加哥大学） ； Tsinghua University（清华大学） ； Zhejiang University（浙江大学） ； University of Michigan Department of Statistics（密歇根大学统计学系） ； University of Chicago Department of Computer Science（芝加哥大学计算机科学系） ； University of Chicago Department of Computer Science and Technology（芝加哥大学计算机科学与技术系） ； Tsinghua University Department of Radiology（清华大学放射学系） ； University of Chicago College of Control Science and Engineering（芝加哥大学控制科学与工程学院） 纠错

Comments Accepted to Findings of EMNLP 2025; 20 pages, 5 figures

Creative Preference Optimization

Mete Ismayilzada, Antonio Laverghetta, Simone A. Luchini, Reet Patel, Antoine Bosselut, Lonneke van der Plas, Roger Beaty

机构 * EPFL（苏黎世联邦理工学院） ； Università della Svizzera Italiana（瑞士联邦理工学院） ； Wesleyan University（韦斯利安大学） ； Pennsylvania State University（宾夕法尼亚州立大学） 纠错

Comments Accepted to EMNLP 2025 Findings

The Effect of Language Diversity When Fine-Tuning Large Language Models for Translation

David Stap, Christof Monz

机构 * Language Technology Lab University of Amsterdam（语言技术实验室 阿姆斯特丹大学） 纠错

Comments EMNLP 2025 Camera Ready