EMNLP

Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation

Yen-Ju Lu, Thomas Thebaud, Laureano Moro-Velazquez, Najim Dehak, Jesus Villalba

机构 * Center for Language and Speech Processing, Johns Hopkins University（语言与语音处理中心，约翰霍普金斯大学） 纠错

Comments Accepted at EMNLP 2025 (Main Conference)

AIPOM: Agent-aware Interactive Planning for Multi-Agent Systems

Hannah Kim, Kushan Mitra, Chen Shen, Dan Zhang, Estevam Hruschka

Comments EMNLP 2025 Demo

Evaluating Spatiotemporal Consistency in Automatically Generated Sewing Instructions

Luisa Geiger, Mareike Hartmann, Michael Sullivan, Alexander Koller

Comments 18 pages, 14 figures; to be published in EMNLP 2025 proceedings

SeaPO: Strategic Error Amplification for Robust Preference Optimization of Large Language Models

Jun Rao, Yunjie Liao, Xuebo Liu, Zepeng Lin, Lian Lian, Dong Jin, Shengjun Cheng, Jun Yu, Min Zhang

机构 * Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen（计算与智能学院，哈尔滨工业大学，深圳） ； Huawei Cloud Computing Technologies Co., Ltd.（华为云计算技术有限公司） ； School of Intelligence Science and Engineering, Harbin Institute of Technology, Shenzhen（智能科学与工程学院，哈尔滨工业大学，深圳） 纠错

Comments EMNLP 2025 Findings

Bias Mitigation or Cultural Commonsense? Evaluating LLMs with a Japanese Dataset

Taisei Yamamoto, Ryoma Kumon, Danushka Bollegala, Hitomi Yanaka

机构 * The University of Tokyo（东京大学） ； Riken（理化学研究所） ； University of Liverpool（利物浦大学） 纠错

Comments Accepted to EMNLP 2025 main

Beyond Repetition: Text Simplification and Curriculum Learning for Data-Constrained Pretraining

Matthew Theodore Roque, Dan John Velasco

机构 * Samsung R&D Institute Philippines（三星菲律宾研发中心） 纠错

Comments To be published in BabyLM Workshop at EMNLP 2025

AlignX: Advancing Multilingual Large Language Models with Multilingual Representation Alignment

Mengyu Bu, Shaolei Zhang, Zhongjun He, Hua Wu, Yang Feng

机构 * Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences (ICT/CAS)（智能信息处理重点实验室，计算技术研究所，中国科学院） ； Key Laboratory of AI Safety, Chinese Academy of Sciences（人工智能安全重点实验室，中国科学院） ； University of Chinese Academy of Sciences, Beijing, China（中国科学院大学，北京，中国） ； Baidu Inc.（百度公司） 纠错

Comments Accepted to EMNLP 2025 Main Conference. The code will be available at https://github.com/ictnlp/AlignX

MoVa: Towards Generalizable Classification of Human Morals and Values

Ziyu Chen, Junfei Sun, Chenxi Li, Tuan Dung Nguyen, Jing Yao, Xiaoyuan Yi, Xing Xie, Chenhao Tan, Lexing Xie

机构 * The Australian National University（澳大利亚国立大学） ； University of Chicago（芝加哥大学） ； University of Pennsylvania（宾夕法尼亚大学） ； Microsoft Research Asia（微软亚洲研究院） 纠错

Comments 9 pages, 10 figures and tables, EMNLP 2025 main conference

Retrieval-augmented GUI Agents with Generative Guidelines

Ran Xu, Kaixin Ma, Wenhao Yu, Hongming Zhang, Joyce C. Ho, Carl Yang, Dong Yu

机构 * Emory University（埃默里大学） ； Tencent AI Lab（腾讯AI实验室） 纠错

Comments Accepted to EMNLP 2025 (Main Conference)

EduVidQA: Generating and Evaluating Long-form Answers to Student Questions based on Lecture Videos

Sourjyadip Ray, Shubham Sharma, Somak Aditya, Pawan Goyal

机构 * Indian Institute of Technology, Kharagpur（印度理工学院，克哈格普尔） ； Panjab University, Chandigarh（旁遮普大学，昌迪加尔） 纠错

Comments EMNLP 2025 (Main)

ResFormer: All-Time Reservoir Memory for Long Sequence Classification

Hongbo Liu, Jia Xu

机构 * Gateway Academic Center, Stevens Institute of Technology（Gateway学术中心，史蒂文斯理工学院） 纠错

Comments Accepted at EMNLP 2025. To appear in the proceedings

ByteSized32Refactored: Towards an Extensible Interactive Text Games Corpus for LLM World Modeling and Evaluation

Haonan Wang, Junfeng Sun, Xingdi Yuan, Ruoyao Wang, Ziang Xiao

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Liaoning Technical University（辽宁技术大学） ； Microsoft Research Montréal（微软研究院蒙特利尔分校） ； Central University of Finance and Economics（中央财经大学） 纠错

Comments 14 pages,15 figures, Accepted to the 5th Wordplay: When Language Meets Games Workshop, EMNLP 2025

Everyday Physics in Korean Contexts: A Culturally Grounded Physical Reasoning Benchmark

Jihae Jeong, DaeYeop Lee, DongGeon Lee, Hwanjo Yu

Comments Accepted to MRL@EMNLP 2025

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