EMNLP

HEAL: A Hypothesis-Based Preference-Aware Analysis Framework

Yifu Huo, Chenglong Wang, Qiren Zhu, Shunjie Xing, Tong Xiao, Chunliang Zhang, Tongran Liu, Jinbo Zhu

机构 * School of Computer Science and Engineering, Northeastern University（计算机科学与工程学院，东北大学） ； NiuTrans Research（NiuTrans研究院） ； CAS Key Laboratory of Behavioral Science, Institute of Psychology, CAS（行为科学重点实验室，心理学研究所） 纠错

Comments Accepted by EMNLP 2025 Findings

Logical Reasoning with Outcome Reward Models for Test-Time Scaling

Ramya Keerthy Thatikonda, Wray Buntine, Ehsan Shareghi

机构 * Department of Data Science & AI, Monash University（数据科学与人工智能系，莫纳什大学） ； College of Engineering and Computer Science, VinUniversity（工程与计算机科学学院，文大学） 纠错

Comments EMNLP 2025

Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation?

Samuel Lewis-Lim, Xingwei Tan, Zhixue Zhao, Nikolaos Aletras

机构 * School of Computer Science, University of Sheffield（计算机科学学院，谢菲尔德大学） 纠错

Comments Accepted at EMNLP 2025 Main Conference

A Symbolic Adversarial Learning Framework for Evolving Fake News Generation and Detection

Chong Tian, Qirong Ho, Xiuying Chen

机构 * MBZUAI 纠错

Comments Accepted to EMNLP 2025 Main Conference

Towards a Holistic and Automated Evaluation Framework for Multi-Level Comprehension of LLMs in Book-Length Contexts

Jiaqi Deng, Yuho Lee, Nicole Hee-Yeon Kim, Hyangsuk Min, Taewon Yun, Minjeong Ban, Kim Yul, Hwanjun Song

机构 * Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

Comments Accepted to EMNLP 2025 (Main)

Alignment with Fill-In-the-Middle for Enhancing Code Generation

Houxing Ren, Zimu Lu, Weikang Shi, Haotian Hou, Yunqiao Yang, Ke Wang, Aojun Zhou, Junting Pan, Mingjie Zhan, Hongsheng Li

机构 * CUHK MMLab（CUHK语音实验室） ； SenseTime Research（商汤科技研究院） ； CPII under InnoHK（创新香港下的CPII） ； Shanghai AI Laboratory（上海人工智能实验室） ； Beihang University（北航） 纠错

Comments Accepted to EMNLP 2025 (main conference)

SLIM: Subtrajectory-Level Elimination for More Effective Reasoning

Xifeng Yao, Chengyuan Ma, Dongyu Lang, Yinhao Ni, Zhiwei Xu, Huarui Xie, Zihao Chen, Guang Shen, Dandan Tu, Yi Bai, Changzheng Zhang

机构 * Huawei Technologies Co., Ltd.（华为技术有限公司） 纠错

Comments EMNLP 2025 Findings

Thinking Before You Speak: A Proactive Test-time Scaling Approach

Cong Liu, Wenchang Chai, Hejun Wu, Yan Pan, Pengxu Wei, Liang Lin

机构 * Sun Yat-sen University（中山大学） ； Hong Kong Polytechnic University（香港理工大学） 纠错

Journal ref EMNLP 2025

CoCoA: Confidence and Context-Aware Adaptive Decoding for Resolving Knowledge Conflicts in Large Language Models

Anant Khandelwal, Manish Gupta, Puneet Agrawal

机构 * Microsoft（微软） 纠错

Comments Accepted to EMNLP'25, Main. 21 pages, 17 tables, 3 Figures

VideoEraser: Concept Erasure in Text-to-Video Diffusion Models

Naen Xu, Jinghuai Zhang, Changjiang Li, Zhi Chen, Chunyi Zhou, Qingming Li, Tianyu Du, Shouling Ji

机构 * Zhejiang University（浙江大学） ； University of California, Los Angeles（加州大学洛杉矶分校） ； Palo Alto Networks（帕洛阿尔托网络公司） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments To appear in the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP)

Doc2Chart: Intent-Driven Zero-Shot Chart Generation from Documents

Akriti Jain, Pritika Ramu, Aparna Garimella, Apoorv Saxena

机构 * Adobe Research（Adobe研究院） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Decoding Dense Embeddings: Sparse Autoencoders for Interpreting and Discretizing Dense Retrieval

Seongwan Park, Taeklim Kim, Youngjoong Ko

机构 * SungKyunKwan University（顺天妇女大学） 纠错

Comments Published at EMNLP 2025 main

PromptKeeper: Safeguarding System Prompts for LLMs

Zhifeng Jiang, Zhihua Jin, Guoliang He

Comments Accepted to the Findings of EMNLP 2025. 17 pages, 6 figures, 3 tables

On Domain-Adaptive Post-Training for Multimodal Large Language Models

Daixuan Cheng, Shaohan Huang, Ziyu Zhu, Xintong Zhang, Wayne Xin Zhao, Zhongzhi Luan, Bo Dai, Zhenliang Zhang

机构 * BIGAI ； BUAA（北京航空航天大学） ； THU（清华大学） ； BIT（北京理工大学） ； RUC（中国人民大学） 纠错

Comments EMNLP 2025 Findings, Project Page: https://huggingface.co/AdaptLLM/Adapt-MLLM-to-Domains

FiRST: Finetuning Router-Selective Transformers for Input-Adaptive Latency Reduction

Akriti Jain, Saransh Sharma, Koyel Mukherjee, Soumyabrata Pal

机构 * Adobe Research（Adobe研究院） ； Indian Institute of Technology, Kharagpur（印度理工学院，哈里科普尔） 纠错

Comments Accepted to EMNLP 2025 Findings

Stand on The Shoulders of Giants: Building JailExpert from Previous Attack Experience

Xi Wang, Songlei Jian, Shasha Li, Xiaopeng Li, Bin Ji, Jun Ma, Xiaodong Liu, Jing Wang, Feilong Bao, Jianfeng Zhang, Baosheng Wang, Jie Yu

机构 * National University of Defense and Technology（国防科技大学） ； Inner Mongolia University（内蒙古大学） 纠错

Comments 18 pages, EMNLP 2025 Main Conference

FLAIRR-TS -- Forecasting LLM-Agents with Iterative Refinement and Retrieval for Time Series

Gunjan Jalori, Preetika Verma, Sercan Ö Arık

Comments EMNLP