EMNLP

Learning from Few Samples: A Novel Approach for High-Quality Malcode Generation

Haijian Ma, Daizong Liu, Xiaowen Cai, Pan Zhou, Yulai Xie

机构 * Huazhong University of Science and Technology（华中科技大学） ； Peking University（北京大学） 纠错

Comments 18pages,5 figures,emnlp

Understanding Subword Compositionality of Large Language Models

Qiwei Peng, Yekun Chai, Anders Søgaard

机构 * University of Copenhagen（哥本哈根大学） ； ETH Zurich（苏黎世联邦理工学院） 纠错

Comments EMNLP 2025 Main

Debiasing Multilingual LLMs in Cross-lingual Latent Space

Qiwei Peng, Guimin Hu, Yekun Chai, Anders Søgaard

机构 * University of Copenhagen（哥本哈根大学） ； ETH Zurich（苏黎世联邦理工学院） 纠错

Comments EMNLP 2025 Main

Riemannian Optimization for LoRA on the Stiefel Manifold

Juneyoung Park, Minjae Kang, Seongbae Lee, Haegang Lee, Seongwan Kim, Jaeho Lee

机构 * Opt-AI Inc.（Opt-AI公司） 纠错

Comments EMNLP 2025 Findings

Speech Discrete Tokens or Continuous Features? A Comparative Analysis for Spoken Language Understanding in SpeechLLMs

Dingdong Wang, Junan Li, Mingyu Cui, Dongchao Yang, Xueyuan Chen, Helen Meng

机构 * The Chinese University of Hong Kong（香港中文大学） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Beyond Demographics: Enhancing Cultural Value Survey Simulation with Multi-Stage Personality-Driven Cognitive Reasoning

Haijiang Liu, Qiyuan Li, Chao Gao, Yong Cao, Xiangyu Xu, Xun Wu, Daniel Hershcovich, Jinguang Gu

机构 * School of Computer Science and Technology, Wuhan University of Science and Technology（武汉科技大学计算机科学与技术学院） ； Hubei Province Key Laboratory of Intelligent Information Processing and Real-time Industrial System, Wuhan University of Science and Technology（湖北省智能信息处理与实时工业系统重点实验室） ； Innovation, Policy and Entrepreneurship Thrust, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）创新、政策与创业方向） ； Tübingen AI Center, University of Tübingen（图宾根大学图宾根人工智能中心） ； Department of Computer Science, University of Copenhagen（哥本哈根大学计算机科学系） 纠错

Comments 23 pages, 6 figures, accepted to EMNLP 2025 main

Weights-Rotated Preference Optimization for Large Language Models

Chenxu Yang, Ruipeng Jia, Mingyu Zheng, Naibin Gu, Zheng Lin, Siyuan Chen, Weichong Yin, Hua Wu, Weiping Wang

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安全学院） ； Baidu Inc.（百度公司） 纠错

Comments EMNLP 2025

The Arabic Generality Score: Another Dimension of Modeling Arabic Dialectness

Sanad Shaban, Nizar Habash

机构 * MBZUAI ； New York University Abu Dhabi（纽约大学阿布扎比分校） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Quantifying Language Disparities in Multilingual Large Language Models

Songbo Hu, Ivan Vulić, Anna Korhonen

机构 * Language Technology Lab, University of Cambridge, UK（剑桥大学语言技术实验室） 纠错

Comments Accepted at EMNLP 2025

SPORTSQL: An Interactive System for Real-Time Sports Reasoning and Visualization

Sebastian Martinez, Naman Ahuja, Fenil Bardoliya, Chris Bryan, Vivek Gupta

机构 * Arizona State University（亚利桑那州立大学） 纠错

Comments Under Review at EMNLP

The Power of Framing: How News Headlines Guide Search Behavior

Amrit Poudel, Maria Milkowski, Tim Weninger

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； ND-IBM Technology Ethics Lab（ND-IBM技术伦理实验室） ； University of Notre Dame（北达科他大学） 纠错

Comments Accepted to EMNLP

DeAR: Dual-Stage Document Reranking with Reasoning Agents via LLM Distillation

Abdelrahman Abdallah, Jamshid Mozafari, Bhawna Piryani, Adam Jatowt

机构 * University of Innsbruck（因斯布鲁克大学） 纠错

Comments Accept at EMNLP Findings 2025

Mixture of Length and Pruning Experts for Knowledge Graphs Reasoning

Enjun Du, Siyi Liu, Yongqi Zhang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） 纠错

Journal ref Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP), Suzhou, China

Self-Correcting Code Generation Using Small Language Models

Jeonghun Cho, Deokhyung Kang, Hyounghun Kim, Gary Geunbae Lee

机构 * Graduate School of Artificial Intelligence, POSTECH（人工智能研究生院，POSTECH） ； Department of Computer Science and Engineering, POSTECH（计算机科学与工程系，POSTECH） 纠错

Comments Accepted at EMNLP 2025 (Findings, long paper)

DecisionFlow: Advancing Large Language Model as Principled Decision Maker

Xiusi Chen, Shanyong Wang, Cheng Qian, Hongru Wang, Peixuan Han, Heng Ji

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments EMNLP 2025 Findings; 25 pages, 15 figures

Exploring the Vulnerability of the Content Moderation Guardrail in Large Language Models via Intent Manipulation

Jun Zhuang, Haibo Jin, Ye Zhang, Zhengjian Kang, Wenbin Zhang, Gaby G. Dagher, Haohan Wang

机构 * Boise State University（博伊州立大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Pittsburgh（匹兹堡大学） ； New York University（纽约大学） ； Florida International University（佛罗里达国际大学） 纠错

Comments Accepted for EMNLP'25 Findings. TL;DR: We propose a new two-stage intent-based prompt-refinement framework, IntentPrompt, that aims to explore the vulnerability of LLMs' content moderation guardrails by refining prompts into benign-looking declarative forms via intent manipulation for red-teaming purposes

TombRaider: Entering the Vault of History to Jailbreak Large Language Models

Junchen Ding, Jiahao Zhang, Yi Liu, Ziqi Ding, Gelei Deng, Yuekang Li

机构 * UNSW（新南威尔士大学） ； NTU（国立大学） 纠错

Comments Main Conference of EMNLP

PRISM: Efficient Long-Range Reasoning With Short-Context LLMs

Dulhan Jayalath, James Bradley Wendt, Nicholas Monath, Sandeep Tata, Beliz Gunel

Comments Published as a conference paper at EMNLP 2025. 28 pages, 7 figures, 5 tables

AutoDCWorkflow: LLM-based Data Cleaning Workflow Auto-Generation and Benchmark

Lan Li, Liri Fang, Bertram Ludäscher, Vetle I. Torvik

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments EMNLP Findings, 2025

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Tianxin Xie, Yan Rong, Pengfei Zhang, Wenwu Wang, Li Liu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； University of Surrey（萨里大学） 纠错

Comments The first comprehensive survey on controllable TTS. Accepted to the EMNLP 2025 main conference

Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation

Ziyin Zhang, Jiahao Xu, Tian Liang, Xingyu Chen, Zhiwei He, Rui Wang, Zhaopeng Tu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Tencent（腾讯） 纠错

Comments EMNLP 2025

DataTales: A Benchmark for Real-World Intelligent Data Narration

Yajing Yang, Qian Liu, Min-Yen Kan

机构 * National University of Singapore（新加坡国立大学） ； Rio Tinto（里奥·廷特公司） ； Sea AI Lab（Sea AI实验室） 纠错

Comments Accepted at EMNLP 2024 (main conference, long paper)

VLASCD: A Visual Language Action Model for Simultaneous Chatting and Decision Making

Zuojin Tang, Bin Hu, Chenyang Zhao, De Ma, Gang Pan, Bin Liu

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Home Robotics Lab, E-surfing Digital Life Technology Co., Ltd., China Telecom（E-surfing数字生活技术有限公司） ； Zhejiang Lab（浙江实验室） ； Trinity College Dublin（都柏林大学） 纠错

Comments Accepted by EMNLP 2025 (Main Conference)

SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition

Zechen Li, Shohreh Deldari, Linyao Chen, Hao Xue, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； University of Tokyo（东京大学） 纠错

Comments Accepted by EMNLP 2025 Main Conference

ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt

Fanhu Zeng, Fei Zhu, Haiyang Guo, Xu-Yao Zhang, Cheng-Lin Liu

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, CASIA（多模态人工智能系统国家重点实验室） ； School of Artificial Intelligence, UCAS（人工智能学院） ； Centre for Artificial Intelligence and Robotics, HKISI-CAS（人工智能与机器人中心） 纠错

Comments EMNLP 2025 (Main Conference)

Rethinking Cross-Subject Data Splitting for Brain-to-Text Decoding

Congchi Yin, Qian Yu, Zhiwei Fang, Changping Peng, Piji Li

机构 * College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics（人工智能学院，南京航空航天大学） ； The Key Laboratory of Brain-Machine Intelligence Technology, Ministry of Education（脑机智能技术重点实验室，教育部） 纠错

Journal ref EMNLP 2025 main conference

JUDGEBERT: Assessing Legal Meaning Preservation Between Sentences

David Beauchemin, Michelle Albert-Rochette, Richard Khoury, Pierre-Luc Déziel

机构 * Université Laval（拉瓦尔大学） ； Computer Science Department（计算机科学系） ； Faculty of Law（法学院） 纠错

Comments Accepted to EMNLP 2025

QFrCoLA: a Quebec-French Corpus of Linguistic Acceptability Judgments

David Beauchemin, Richard Khoury

机构 * Group for Research in Artificial Intelligence of Laval University (GRAIL)（拉瓦尔大学人工智能研究组） ； Université Laval（拉瓦尔大学） 纠错

Comments Accepted to EMNLP 2025

Assess and Prompt: A Generative RL Framework for Improving Engagement in Online Mental Health Communities

Bhagesh Gaur, Karan Gupta, Aseem Srivastava, Manish Gupta, Md Shad Akhtar

机构 * IIIT Delhi, India（德里印度理工学院） ； Microsoft, India（微软印度） 纠错

Comments Full Paper accepted in EMNLP Findings 2025

WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation

Rabiul Awal, Mahsa Massoud, Aarash Feizi, Zichao Li, Suyuchen Wang, Christopher Pal, Aishwarya Agrawal, David Vazquez, Siva Reddy, Juan A. Rodriguez, Perouz Taslakian, Spandana Gella, Sai Rajeswar

机构 * ServiceNow ； Mila ； Université de Montréal（蒙特利尔大学） ； McGill University（麦吉尔大学） ； École de Technologie Supérieure (ETS)（高等技术学院） ； Polytechnique Montréal（蒙特利尔理工学院） 纠错

Comments This paper has been accepted to the EMNLP 2025 main conference. Check the project page here: https://webmmu-paper.github.io/