EMNLP

SVeritas: Benchmark for Robust Speaker Verification under Diverse Conditions

Massa Baali, Sarthak Bisht, Francisco Teixeira, Kateryna Shapovalenko, Rita Singh, Bhiksha Raj

Comments Accepted to EMNLP 2025 Findings

PakBBQ: A Culturally Adapted Bias Benchmark for QA

Abdullah Hashmat, Muhammad Arham Mirza, Agha Ali Raza

机构 * Lahore University of Management Sciences（拉瓦尔大学管理科学学院） 纠错

Comments 13 total pages, 7 figures, 2 tables, Accepted at Main Conference of EMNLP 2025

METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding

Mengyue Wang, Shuo Chen, Kristian Kersting, Volker Tresp, Yunpu Ma

Comments EMNLP 2025; 15 pages, 10 figures

A Necessary Step toward Faithfulness: Measuring and Improving Consistency in Free-Text Explanations

Lingjun Zhao, Hal Daumé

机构 * University of Maryland College Park（马里兰大学学院市） 纠错

Comments EMNLP 2025

Nested Named Entity Recognition as Single-Pass Sequence Labeling

Alberto Muñoz-Ortiz, David Vilares, Caio Corro, Carlos Gómez-Rodríguez

机构 * Universidade da Coruña, CITIC（乌拉圭科鲁纳大学，CITIC） ； INSA Rennes, IRISA, Inria, CNRS, Université de Rennes（里昂INSA，IRISA，Inria，CNRS，里昂大学） 纠错

Comments Accepted to Findings of EMNLP 2025

ReflAct: World-Grounded Decision Making in LLM Agents via Goal-State Reflection

Jeonghye Kim, Sojeong Rhee, Minbeom Kim, Dohyung Kim, Sangmook Lee, Youngchul Sung, Kyomin Jung

机构 * KAIST（韩国科学技术院） ； Seoul National University（首尔国立大学） 纠错

Comments Accepted to EMNLP 2025 (Main Conference)

MCIP: Protecting MCP Safety via Model Contextual Integrity Protocol

Huihao Jing, Haoran Li, Wenbin Hu, Qi Hu, Heli Xu, Tianshu Chu, Peizhao Hu, Yangqiu Song

机构 * HKUST（香港科技大学） ； Huawei Technologies（华为技术有限公司） 纠错

Comments Accepted by EMNLP 2025

Is Active Persona Inference Necessary for Aligning Small Models to Personal Preferences?

Zilu Tang, Afra Feyza Akyürek, Ekin Akyürek, Derry Wijaya

机构 * Boston University（波士顿大学） ； MIT（麻省理工学院） ； Monash University Indonesia（墨尔本大学印度尼西亚分校） 纠错

Comments 9 pages, EMNLP PALS workshop 2025

How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation

Ruohao Guo, Wei Xu, Alan Ritter

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

Comments Accepted to EMNLP 2025 main conference

Two Heads Are Better Than One: Dual-Model Verbal Reflection at Inference-Time

Jiazheng Li, Yuxiang Zhou, Junru Lu, Gladys Tyen, Lin Gui, Cesare Aloisi, Yulan He

机构 * King’s College London（伦敦国王学院） ； AQA ； The Alan Turing Institute（艾伦·图灵研究所） ； Tencent YouTu Lab（腾讯YouTu实验室） ； University of Cambridge（剑桥大学） ； Queen Mary University of London（伦敦大学玛丽女王学院） 纠错

Comments Accepted at EMNLP 2025 Oral

Beyond checkmate: exploring the creative chokepoints in AI text

Nafis Irtiza Tripto, Saranya Venkatraman, Mahjabin Nahar, Dongwon Lee

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Amazon（亚马逊公司） 纠错

Comments Accepted at 30th Conference on Empirical Methods in Natural Language Processing (EMNLP'25 Main conference). 9 pages

Sometimes I am a Tree: Data Drives Unstable Hierarchical Generalization

Tian Qin, Naomi Saphra, David Alvarez-Melis

机构 * Harvard University（哈佛大学） ； MSR（微软研究院） 纠错

Comments EMNLP 2025 Camera Ready

From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge

Dawei Li, Bohan Jiang, Liangjie Huang, Alimohammad Beigi, Chengshuai Zhao, Zhen Tan, Amrita Bhattacharjee, Yuxuan Jiang, Canyu Chen, Tianhao Wu, Kai Shu, Lu Cheng, Huan Liu

机构 * Arizona State University（亚利桑那州立大学） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； University of Maryland, Baltimore County（马里兰大学巴尔的摩县分校） ； Northwestern University（西北大学） ； University of California, Berkeley（加州大学伯克利分校） ； Emory University（埃默里大学） 纠错

Comments EMNLP 2025

DM-Codec: Distilling Multimodal Representations for Speech Tokenization

Md Mubtasim Ahasan, Md Fahim, Tasnim Mohiuddin, A K M Mahbubur Rahman, Aman Chadha, Tariq Iqbal, M Ashraful Amin, Md Mofijul Islam, Amin Ahsan Ali

机构 * Center for Computational & Data Sciences, Independent University, Bangladesh（计算与数据科学中心，独立大学，孟加拉国） ； Amazon GenAI（亚马逊生成人工智能） ； Qatar Computing Research Institute（卡塔尔计算研究所） ； University of Virginia（弗吉尼亚大学） 纠错

Comments Accepted at EMNLP 2025

AERA Chat: An Interactive Platform for Automated Explainable Student Answer Assessment

Jiazheng Li, Artem Bobrov, Runcong Zhao, Cesare Aloisi, Yulan He

机构 * King’s College London（伦敦国王学院） ； AQA 纠错

Comments Accepted at EMNLP 2025

SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature

David Wadden, Kejian Shi, Jacob Morrison, Alan Li, Aakanksha Naik, Shruti Singh, Nitzan Barzilay, Kyle Lo, Tom Hope, Luca Soldaini, Shannon Zejiang Shen, Doug Downey, Hannaneh Hajishirzi, Arman Cohan

机构 * Allen Institute for AI（艾伦人工智能研究所） ； Yale University（耶鲁大学） ； University of Washington（华盛顿大学） ； Hebrew University（希伯来大学） ； MIT（麻省理工学院） ； Northwestern University（西北大学） 纠错

Comments Presented at EMNLP 2025

FusionDTI: Fine-grained Binding Discovery with Token-level Fusion for Drug-Target Interaction

Zhaohan Meng, Zaiqiao Meng, Ke Yuan, Iadh Ounis

机构 * School of Computing Science（计算科学学院） ； School of Cancer Sciences（癌症科学学院） ； Cancer Research UK Scotland Institute（英国癌症研究苏格兰研究所） ； University of Glasgow（格拉斯哥大学） 纠错

Comments Findings of EMNLP 2025

Continual Dialogue State Tracking via Example-Guided Question Answering

Hyundong Cho, Andrea Madotto, Zhaojiang Lin, Khyathi Raghavi Chandu, Satwik Kottur, Jing Xu, Jonathan May, Chinnadhurai Sankar

机构 * Information Sciences Institute, University of Southern California（美国南加州大学信息科学研究所） ； Meta AI 纠错

Comments 11 pages, EMNLP 2023

PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications

Hitesh Laxmichand Patel, Amit Agarwal, Srikant Panda, Hansa Meghwani, Karan Dua, Paul Li, Tao Sheng, Sujith Ravi, Dan Roth

机构 * Oracle AI 纠错

Comments Accepted in EMNLP 2025

Investigating Multi-layer Representations for Dense Passage Retrieval

Zhongbin Xie, Thomas Lukasiewicz

Comments Accepted to Findings of EMNLP 2025

Open-DeBias: Toward Mitigating Open-Set Bias in Language Models

Arti Rani, Shweta Singh, Nihar Ranjan Sahoo, Gaurav Kumar Nayak

机构 * Mehta Family School of DS & AI, Indian Institute of Technology Roorkee（梅hta家庭数据科学与人工智能学院，印度理工学院罗里克分校） ； Computer Science and Engineering, Indian Institute of Technology Bombay（计算机科学与工程，印度理工学院孟买分校） 纠错

Comments 25 pages, 3 figures, supplementary material included. To be published in EMNLP-2025

Transformer Tafsir at QIAS 2025 Shared Task: Hybrid Retrieval-Augmented Generation for Islamic Knowledge Question Answering

Muhammad Abu Ahmad, Mohamad Ballout, Raia Abu Ahmad, Elia Bruni

机构 * QIAS 2025 Shared Task（QIAS 2025 共同任务） 纠错

Comments Accepted at ArabicNLP 2025, co-located with EMNLP 2025

VIVA+: Human-Centered Situational Decision-Making

Zhe Hu, Yixiao Ren, Guanzhong Liu, Jing Li, Yu Yin

机构 * Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） ； Research Centre for Data Science & Artificial Intelligence（数据科学与人工智能研究中心） ； Department of Computer and Data Sciences, Case Western Reserve University（凯斯西储大学计算机与数据科学系） 纠错

Comments EMNLP 2025 Findings

From Reasoning to Answer: Empirical, Attention-Based and Mechanistic Insights into Distilled DeepSeek R1 Models

Jue Zhang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang

机构 * Microsoft（微软） 纠错

Comments Accepted by EMNLP'25 (Main)

RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks

Amit Agarwal, Hitesh Laxmichand Patel, Srikant Panda, Hansa Meghwani, Jyotika Singh, Karan Dua, Paul Li, Tao Sheng, Sujith Ravi, Dan Roth

机构 * Oracle AI 纠错

Comments Accepted in EMNLP 2025

Drift-Adapter: A Practical Approach to Near Zero-Downtime Embedding Model Upgrades in Vector Databases

Harshil Vejendla

机构 * Rutgers University - New Brunswick（新布朗斯维尔罗切斯特大学） 纠错

Comments EMNLP 2025 Main 12 pages, 6 figures

Liaozhai through the Looking-Glass: On Paratextual Explicitation of Culture-Bound Terms in Machine Translation

Sherrie Shen, Weixuan Wang, Alexandra Birch

机构 * Institute for Language, Cognition and Computation（语言、认知与计算研究所） ； School of Informatics, University of Edinburgh（爱丁堡大学信息学院） 纠错

Comments EMNLP 2025

Fin-ExBERT: User Intent based Text Extraction in Financial Context using Graph-Augmented BERT and trainable Plugin

Soumick Sarker, Abhijit Kumar Rai

机构 * Fidelity Investments（fidelity投资公司） 纠错

Comments 10 pages, 5 figures, accepted at EMNLP 2025 Industry Track

Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models

Sina J. Semnani, Jirayu Burapacheep, Arpandeep Khatua, Thanawan Atchariyachanvanit, Zheng Wang, Monica S. Lam

Comments EMNLP 2025 (Main Conference)

How to Make Large Language Models Generate 100% Valid Molecules?

Wen Tao, Jing Tang, Alvin Chan, Bryan Hooi, Baolong Bi, Nanyun Peng, Yuansheng Liu, Yiwei Wang

机构 * Nanyang Technological University（南洋理工大学） ； HKUST(GZ)（香港科技大学（广州）） ； HKUST（香港科技大学） ； NUS（国立新加坡大学） ； UCAS（中国科学院大学） ； UCLA（加州大学洛杉矶分校） ； Hunan University（湖南大学） ； UC Merced（加州大学默塞德分校） 纠错

Comments EMNLP 2025 Main