EMNLP

Learning Contextual Retrieval for Robust Conversational Search

Seunghan Yang, Juntae Lee, Jihwan Bang, Kyuhong Shim, Minsoo Kim, Simyung Chang

Comments EMNLP 2025 main conference

Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs

Michiharu Yamashita, Thanh Tran, Delvin Ce Zhang, Dongwon Lee

Comments Accepted at EMNLP 2025 Main

AutoSpec: An Agentic Framework for Automatically Drafting Patent Specification

Ryan Shea, Zhou Yu

机构 * Columbia University（哥伦比亚大学） 纠错

Comments EMNLP Findings 2025

SteinerSQL: Graph-Guided Mathematical Reasoning for Text-to-SQL Generation

Xutao Mao, Tao Liu, Hongying Zan

机构 * Vanderbilt University（范德比大学） ； Zhengzhou University（郑州大学） 纠错

Comments Accept in Non-archival EMNLP 2025 MathNLP

Evaluating Language Translation Models by Playing Telephone

Syeda Jannatus Saba, Steven Skiena

机构 * Stony Brook University（石溪大学） 纠错

Comments Accepted to EMNLP 2025 Main Conference as a long paper

GuessingGame: Measuring the Informativeness of Open-Ended Questions in Large Language Models

Dylan Hutson, Daniel Vennemeyer, Aneesh Deshmukh, Justin Zhan, Tianyu Jiang

机构 * University of Cincinnati（辛辛那提大学） 纠错

Comments EMNLP 2025, 17 pages, 2 figures

Uncertainty in Semantic Language Modeling with PIXELS

Stefania Radu, Marco Zullich, Matias Valdenegro-Toro

机构 * Department of Artificial Intelligence, Bernoulli Institute, University of Groningen（人工智能系、伯努利研究所、 Groningen大学） 纠错

Comments 9 pages, 6 figures, UncertaiNLP 2025 Workshop @ EMNLP Camera Ready

STARQA: A Question Answering Dataset for Complex Analytical Reasoning over Structured Databases

Mounica Maddela, Lingjue Xie, Daniel Preotiuc-Pietro, Mausam

机构 * Bloomberg（贝莱德） ； Yardi School of Artificial Intelligence, Indian Institute of Technology, Delhi（雅迪人工智能学院，印度理工学院，德里） 纠错

Comments Accepted to EMNLP 2025 long paper

Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution

Zuzanna Dubanowska, Maciej Żelaszczyk, Michał Brzozowski, Paolo Mandica, Michał Karpowicz

机构 * Samsung AI Research Center（三星人工智能研究中心） 纠错

Comments Accepted in EMNLP 2025 Findings

Cognitive-Level Adaptive Generation via Capability-Aware Retrieval and Style Adaptation

Qingsong Wang, Tao Wu, Wang Lin, Yueying Feng, Gongsheng Yuan, Chang Yao, Jingyuan Chen

机构 * Zhejiang University（浙江大学） 纠错

Comments Accepted to Findings of EMNLP 2026

Quantifying Compositionality of Classic and State-of-the-Art Embeddings

Zhijin Guo, Chenhao Xue, Zhaozhen Xu, Hongbo Bo, Yuxuan Ye, Janet B. Pierrehumbert, Martha Lewis

机构 * University of Oxford（牛津大学） ； University of Bristol（布里斯托大学） ； University of Amsterdam（阿姆斯特丹大学） 纠错

Comments Findings of the Association for Computational Linguistics: EMNLP 2025

DRES: Fake news detection by dynamic representation and ensemble selection

Faramarz Farhangian, Leandro A. Ensina, George D. C. Cavalcanti, Rafael M. O. Cruz

机构 * École de Technologie Supérieure (ÉTS-Montréal)（École de Technologie Supérieure（蒙特利尔）） ； Universidade Tecnológica Federal do Paraná (UTFPR)（技术联邦大学（帕拉纳州）） ； Universidade Federal de Pernambuco (UFPE)（佩鲁纳博联邦大学） 纠错

Comments Accepted as oral presentation at EMNLP 2025

Benchmarking Contextual and Paralinguistic Reasoning in Speech-LLMs: A Case Study with In-the-Wild Data

Qiongqiong Wang, Hardik Bhupendra Sailor, Tianchi Liu, Wenyu Zhang, Muhammad Huzaifah, Nattadaporn Lertcheva, Shuo Sun, Nancy F. Chen, Jinyang Wu, AiTi Aw

机构 * Institute of Infocomm Research (I 2 R)（信息通信研究所） 纠错

Comments Accepted in EMNLP Findings 2025

PromptSculptor: Multi-Agent Based Text-to-Image Prompt Optimization

Dawei Xiang, Wenyan Xu, Kexin Chu, Tianqi Ding, Zixu Shen, Yiming Zeng, Jianchang Su, Wei Zhang

机构 * University of Connecticut（康涅狄格大学） ； Central University of Finance and Economics（中央财经大学） ； Baylor University（贝勒大学） 纠错

Comments Accepted to EMNLP 2025 System Demonstration Track

LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization

Xujia Wang, Yunjia Qi, Bin Xu

机构 * Tsinghua University Department of Computer Science and Technology（清华大学计算机科学与技术系） 纠错

Comments Accepted to EMNLP 2025 (Oral); 20 pages, 12 figures

The Medium Is Not the Message: Deconfounding Document Embeddings via Linear Concept Erasure

Yu Fan, Yang Tian, Shauli Ravfogel, Mrinmaya Sachan, Elliott Ash, Alexander Hoyle

机构 * ETH Zurich（苏黎世联邦理工学院） ； University of Zurich（苏黎世大学） ； Center for Data Science, New York University（纽约大学数据科学中心） 纠错

Comments Accepted to EMNLP 2025 (Main)

Why Do Some Inputs Break Low-Bit LLM Quantization?

Ting-Yun Chang, Muru Zhang, Jesse Thomason, Robin Jia

Comments EMNLP 2025

How Well Can Reasoning Models Identify and Recover from Unhelpful Thoughts?

Sohee Yang, Sang-Woo Lee, Nora Kassner, Daniela Gottesman, Sebastian Riedel, Mor Geva

Comments Findings of EMNLP 2025

RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing

Ruihan Jin, Pengpeng Shao, Zhengqi Wen, Jinyang Wu, Mingkuan Feng, Shuai Zhang, Jianhua Tao

机构 * Department of Automation, Tsinghua University（自动化系，清华大学） ； Beijing National Research Center for Information Science and Technology（北京信息科学与技术国家研究中心） 纠错

Comments EMNLP 2025 Findings

Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation

Beiduo Chen, Yang Janet Liu, Anna Korhonen, Barbara Plank

Comments Accepted by EMNLP 2025 Main (Oral), 25 pages, 7 figures

LASER: Stratified Selective Sampling for Instruction Tuning with Dedicated Scoring Strategy

Paramita Mirza, Lucas Weber, Fabian Küch

机构 * ScaDS.AI & TU Dresden（ScaDS.AI与德累斯顿技术大学） ； Fraunhofer IIS（弗劳恩霍夫研究所） 纠错

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

Playpen: An Environment for Exploring Learning Through Conversational Interaction

Nicola Horst, Davide Mazzaccara, Antonia Schmidt, Michael Sullivan, Filippo Momentè, Luca Franceschetti, Philipp Sadler, Sherzod Hakimov, Alberto Testoni, Raffaella Bernardi, Raquel Fernández, Alexander Koller, Oliver Lemon, David Schlangen, Mario Giulianelli, Alessandro Suglia

机构 * University of Potsdam（波恩大学） ； University of Trento（特伦特大学） ； Saarland University（萨尔大学） ； ETH Zurich（苏黎世联邦理工学院） ； Amsterdam UMC（阿姆斯特丹医疗中心） ； Free University of Bozen Bolzano（博兹纳自由大学） ； University of Amsterdam（阿姆斯特丹大学） ； Heriot-Watt University（赫里奥特-瓦特大学） ； DFKI（德意志联邦研究所） ； UCL（伦敦大学学院） ； University of Edinburgh（爱丁堡大学） 纠错

Comments Accepted at EMNLP 2025 (Main) Source code: https://github.com/lm-playpen/playpen Please send correspodence to: lm-playschool@googlegroups.com

Modeling Subjectivity in Cognitive Appraisal with Language Models

Yuxiang Zhou, Hainiu Xu, Desmond C. Ong, Maria Liakata, Petr Slovak, Yulan He

机构 * Queen Mary University of London（伦敦大学玛丽女王学院） ； King’s College London（伦敦大学国王学院） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

Comments EMNLP 2025 Findings

Large Language Models for Multilingual Previously Fact-Checked Claim Detection

Ivan Vykopal, Matúš Pikuliak, Simon Ostermann, Tatiana Anikina, Michal Gregor, Marián Šimko

机构 * Faculty of Information Technology, Brno University of Technology（布拉格技术大学信息学院） ； Kempelen Institute of Intelligent Technologies（智能技术研究所） ； German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） ； Centre for European Research in Trusted AI (CERTAIN)（可信人工智能欧洲研究中心） 纠错

Comments Accepted for the EMNLP 2025 Findings

What are Foundation Models Cooking in the Post-Soviet World?

Anton Lavrouk, Tarek Naous, Alan Ritter, Wei Xu

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Triangulating LLM Progress through Benchmarks, Games, and Cognitive Tests

Filippo Momentè, Alessandro Suglia, Mario Giulianelli, Ambra Ferrari, Alexander Koller, Oliver Lemon, David Schlangen, Raquel Fernández, Raffaella Bernardi

机构 * University of Trento（特伦托大学） ； ILCC University of Edinburgh（爱丁堡大学ILCC学院） ； UCL（伦敦大学学院） ； Saarland University（萨尔兰大学） ； Heriot-Watt University（赫瑞-瓦特大学） ； University of Potsdam（波茨坦大学） ； DFKI（德国达姆施塔特研究所） ； University of Amsterdam（阿姆斯特丹大学） ； Faculty of Engineering, Free University of Bozen-Bolzano（博兹纳-博尔扎诺自由大学工程学院） 纠错

Comments Accepted at EMNLP 2025 (Findings)

Blind Men and the Elephant: Diverse Perspectives on Gender Stereotypes in Benchmark Datasets

Mahdi Zakizadeh, Mohammad Taher Pilehvar

机构 * Tehran Institute for Advanced Studies（泰赫兰高级研究所） ； Khatam University（卡塔姆大学） ； Cardiff NLP（卡迪夫自然语言处理） ； Cardiff University（卡迪夫大学） 纠错

Comments Accepted at EMNLP 2025

DRISHTIKON: A Multimodal Multilingual Benchmark for Testing Language Models' Understanding on Indian Culture

Arijit Maji, Raghvendra Kumar, Akash Ghosh, Anushka, Nemil Shah, Abhilekh Borah, Vanshika Shah, Nishant Mishra, Sriparna Saha

机构 * Indian Institute of Technology Patna（印度理工学院帕纳巴分校） ； Banasthali Vidyapeeth University（班纳萨利大学） ； Pandit Deendayal Energy University（德英德能源大学） ； Manipal University Jaipur（马哈拉施特拉邦大学贾伊普尔分校） ； Dwarkadas J. Sanghvi College of Engineering（德瓦尔卡斯J.桑格维工程学院） 纠错

Comments EMNLP MAINS 2025

Cross-Cultural Transfer of Commonsense Reasoning in LLMs: Evidence from the Arab World

Saeed Almheiri, Rania Hossam, Mena Attia, Chenxi Wang, Preslav Nakov, Timothy Baldwin, Fajri Koto

机构 * Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

Comments EMNLP 2025 - Findings

AgentInit: Initializing LLM-based Multi-Agent Systems via Diversity and Expertise Orchestration for Effective and Efficient Collaboration

Chunhao Tian, Yutong Wang, Xuebo Liu, Zhexuan Wang, Liang Ding, Miao Zhang, Min Zhang

Comments EMNLP 2025 Findings