Privacy in Action: Towards Realistic Privacy Mitigation and Evaluation for LLM-Powered Agents
机构 * Wuhan University（武汉大学） ； Microsoft（微软公司）
Comments To appear at EMNLP 2025 (Findings)
期刊&会议
EMNLP
Conference on Empirical Methods in Natural Language Processing · 会议 · Natural Language Processing
AttnComp: Attention-Guided Adaptive Context Compression for Retrieval-Augmented Generation
机构 * Key Lab of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences (CAS)（智能信息处理重点实验室，计算技术研究所，中国科学院） ； State Key Lab of AI Safety（人工智能安全国家重点实验室） ； University of Chinese Academy of Sciences, CAS（中国科学院大学）
Comments Accepted at EMNLP 2025 (Findings)
MedFact: A Large-scale Chinese Dataset for Evidence-based Medical Fact-checking of LLM Responses
机构 * School of AI and Advanced Computing, Xi’an Jiaotong-Liverpool University, China（人工智能与高级计算学院，西安交通大学利物浦大学，中国） ； School of Advanced Technology, Xi’an Jiaotong-Liverpool University, China（先进技术学院，西安交通大学利物浦大学，中国） ； Department of Computer Science, University of Liverpool, United Kingdom（计算机科学系，利物浦大学，英国）
Comments Accepted at EMNLP 2025. Camera-ready version
RealBench: A Chinese Multi-image Understanding Benchmark Close to Real-world Scenarios
机构 * National Key Laboratory for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） ； Xiaohongshu Inc.（小红书公司） ； Zhejiang University（浙江大学）
Comments Findings of EMNLP 2025 camera-ready
FinDebate: Multi-Agent Collaborative Intelligence for Financial Analysis
机构 * School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China（先进技术学院，西安交通大学利物浦大学，苏州，中国） ； School of Science, Xi’an Jiaotong-Liverpool University, Suzhou, China（科学学院，西安交通大学利物浦大学，苏州，中国） ； School of AI and Advanced Computing, Xi’an Jiaotong-Liverpool University, Suzhou, China（人工智能与高级计算学院，西安交通大学利物浦大学，苏州，中国） ； Shanghai Jiao Tong University, Shanghai, China（上海交通大学，上海，中国）
Comments Accepted at FinNLP@EMNLP 2025. Camera-ready version
AIMMerging: Adaptive Iterative Model Merging Using Training Trajectories for Language Model Continual Learning
机构 * Al Technology Center of OVB, Tencent, China（腾讯奥比大学技术中心） ； The Hong Kong Polytechnic University, Hong Kong S.A.R.（香港理工大学） ； Peking University, China（北京大学）
Comments EMNLP 2025
Extending Automatic Machine Translation Evaluation to Book-Length Documents
机构 * National Yang Ming Chiao Tung University（国家阳明交通大学） ； NVIDIA
Comments Accepted for EMNLP 2025 main conference
Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness
机构 * Emory University（埃默里大学）
Comments To appear in Proc. of EMNLP 2025 (18 pages)
Localizing Malicious Outputs from CodeLLM
机构 * Singapore University of Technology and Design（新加坡科技设计大学）
Comments 10 pages, 2 figures, 6 tables, Accepted at EMNLP 2025 Findings
KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration
机构 * National University of Singapore（新加坡国立大学） ； Rio Tinto（力拓）
Comments Accepted at EMNLP 2025 Findings
The Transfer Neurons Hypothesis: An Underlying Mechanism for Language Latent Space Transitions in Multilingual LLMs
Comments 57 pages, 47 figures and 41 tables; Accepted to EMNLP 2025 Main
Dynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation
机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））
Comments EMNLP 2025 Main Conference
Benchmarking and Mitigating MCQA Selection Bias of Large Vision-Language Models
Comments Accepted to EMNLP 2025 (Main Conference)
MoRoVoc: A Large Dataset for Geographical Variation Identification of the Spoken Romanian Language
机构 * National University of Science and Technology POLITEHNICA Bucharest（波兰亚技术大学布加勒斯特分校） ； Paris 1 Panthéon-Sorbonne University（巴黎第一大学） ； University of Bucharest（布加勒斯特大学）
Comments Accepted at EMNLP Findings 2025
Time to Revist Exact Match
机构 * Language Technology Lab University of Cambridge（语言技术实验室剑桥大学） ； School of Computing Science University of Glasgow（计算科学学院格拉斯哥大学）
Comments Accepted for Findings of EMNLP 2025
Idiosyncratic Versus Normative Modeling of Atypical Speech Recognition: Dysarthric Case Studies
机构 * Stony Brook University（史蒂文尼森布鲁克大学） ； Vanderbilt University（范德比大学）
Comments Will appear in EMNLP 2025 Main Proceedings
OPEN-THEATRE: An Open-Source Toolkit for LLM-based Interactive Drama
机构 * UM–SJTU Joint Institute, Shanghai Jiao Tong University（上海交通大学与UM联合研究所） ； AGI Institute, School of Computer Science, Shanghai Jiao Tong University（上海交通大学人工智能研究所） ； Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University（上海教育委员会智能交互与认知工程重点实验室） ； Shanghai Key Laboratory of Trusted Data Circulation and Governance in Web3（上海Web3可信数据流通与治理重点实验室）
Comments Accepted by EMNLP 2025 demo
Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models
机构 * Nara Institute of Science and Technology（奈良科学技术大学）
Comments Accepted at EMNLP 2025 Findings
ProtoVQA: An Adaptable Prototypical Framework for Explainable Fine-Grained Visual Question Answering
机构 * Dartmouth College（达特茅斯学院） ； Shandong University（山东大学） ； Harvard University（哈佛大学）
Comments Accepted to EMNLP 2025 Main Conference
When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs
机构 * Indian Institute of Technology Jodhpur（印度理工学院朱诺尔）
Comments Accepted to EMNLP (Main) 2025
LLMsPark: A Benchmark for Evaluating Large Language Models in Strategic Gaming Contexts
机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； School of Software and Microelectronics, Peking University（北京大学软件与微电子学院） ； School of Computer Science and Engineering, Northeastern University（东北大学计算机科学与工程学院） ； Tongji University（同济大学） ； AIR, Tsinghua University（清华大学人工智能研究院） ； BAAI（百度人工智能研究院）
Comments Accepted by EMNLP 2025 Findings
SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning
机构 * Shanghai Jiao Tong University（上海交通大学） ； Alibaba Cloud Computing（阿里云计算）
Comments accpeted by EMNLP 2025
Captioning for Text-Video Retrieval via Dual-Group Direct Preference Optimization
机构 * Korea University（韩国大学） ； Hanwha Vision（翰威英航） ； KAIST（韩国科学技术院）
Comments EMNLP 2025 Findings
EMO-RL: Emotion-Rule-Based Reinforcement Learning Enhanced Audio-Language Model for Generalized Speech Emotion Recognition
Comments Accepted by the Findings of 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP Findings 2025)
Walk and Read Less: Improving the Efficiency of Vision-and-Language Navigation via Tuning-Free Multimodal Token Pruning
机构 * Boston University（波士顿大学）
Comments Accepted to EMNLP 2025. Data and code to be released at https://github.com/wdqin/VLN-NAP
Pun Unintended: LLMs and the Illusion of Humor Understanding
机构 * Dept of Environmental Sciences, Informatics and Statistics, Ca’ Foscari University of Venice（环境科学、信息与统计系，威尼斯卡弗西大学） ； School of Computer Science and Informatics, Cardiff University（计算机科学与信息学院，卡迪夫大学）
Comments Accepted to EMNLP 2025 Main Conference
The Good, the Bad and the Constructive: Automatically Measuring Peer Review's Utility for Authors
机构 * NLP Department, Mohamed Bin Zayed University of Artificial Intelligence（马尔代夫比兹艾兹大学人工智能学院自然语言处理系） ； Ubiquitous Knowledge Processing Lab, Department of Computer Science（计算机科学系通用知识处理实验室） ； Hessian Center for AI (hessian.AI), TU Darmstadt（图尔努尔德马斯特大学海斯塞人工智能中心）
Comments EMNLP 2025 Main
InMind: Evaluating LLMs in Capturing and Applying Individual Human Reasoning Styles
机构 * Nankai University（南开大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shanghai AI Laboratory（上海人工智能实验室） ； Fudan University（复旦大学） ； Johns Hopkins University（约翰霍普金斯大学） ； Wuhan University（武汉大学） ； University of Science and Technology of China（中国科学技术大学）
Comments EMNLP 2025 MainConference
A Survey of Cognitive Distortion Detection and Classification in NLP
机构 * Department of Informatics, King’s College London（信息学院，伦敦国王学院）
Comments Camera-ready version to appear in EMNLP Findings 2025
The Missing Parts: Augmenting Fact Verification with Half-Truth Detection
机构 * School of Computing, National University of Singapore（计算学院，新加坡国立大学）
Comments Accepted by EMNLP 2025
