EMNLP

PRIM: Towards Practical In-Image Multilingual Machine Translation

Yanzhi Tian, Zeming Liu, Zhengyang Liu, Chong Feng, Xin Li, Heyan Huang, Yuhang Guo

机构 * School of Computer Science and Technology, Beijing Institute of Technology（北京理工大学计算机科学与技术学院） ； School of Computer Science and Engineering, Beihang University（北航计算机科学与工程学院） 纠错

Comments Accepted to EMNLP 2025 Main Conference

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun, Keze Wang

机构 * Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） 纠错

Comments Accepted at EMNLP 2025 (Long Paper)

Memorization $\neq$ Understanding: Do Large Language Models Have the Ability of Scenario Cognition?

Boxiang Ma, Ru Li, Yuanlong Wang, Hongye Tan, Xiaoli Li

机构 * School of Computer and Information Technology, Shanxi University（山西大学计算机与信息学院） ； Information Systems Technology and Design, Singapore University of Technology and Design（新加坡科技设计大学信息系统技术与设计） 纠错

Comments EMNLP 2025 Main Conference

Fishing for Answers: Exploring One-shot vs. Iterative Retrieval Strategies for Retrieval Augmented Generation

Huifeng Lin, Gang Su, Jintao Liang, You Wu, Rui Zhao, Ziyue Li

Comments under Review of EMNLP 2025

KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering

Yushi Sun, Kai Sun, Yifan Ethan Xu, Xiao Yang, Xin Luna Dong, Nan Tang, Lei Chen

Comments Accepted by EMNLP Findings 2025

Unveiling the Response of Large Vision-Language Models to Visually Absent Tokens

Sohee Kim, Soohyun Ryu, Joonhyung Park, Eunho Yang

机构 * KAIST AI（韩国科学技术院人工智能研究所） ； AITRICS（人工智能与机器人技术研究所在线） 纠错

Comments accepted to EMNLP 2025

Social Bias in Multilingual Language Models: A Survey

Lance Calvin Lim Gamboa, Yue Feng, Mark Lee

机构 * School of Computer Science, University of Birmingham（伯明翰大学计算机科学学院） ； Department of Information Systems and Computer Science, Ateneo de Manila University（马尼拉大学信息系统与计算机科学系） 纠错

Comments Accepted into EMNLP 2025 Main Conference

Mitigating Hallucinations in LM-Based TTS Models via Distribution Alignment Using GFlowNets

Chenlin Liu, Minghui Fang, Patrick Zhang, Wei Zhou, Jie Gao, Jiqing Han

机构 * Harbin Institute of Technology, China（哈尔滨工业大学） ； Zhejiang University, China（浙江大学） ； Tsinghua University, Shenzhen, China（清华大学深圳研究院） 纠错

Comments Accepted to EMNLP 2025 Main Conference (Oral)

Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification

Maya Kruse, Majid Afshar, Saksham Khatwani, Anoop Mayampurath, Guanhua Chen, Yanjun Gao

机构 * University of Colorado Anschutz Medical Campus（科罗拉多大学安舒茨医疗校园） ； University of Colorado Boulder（科罗拉多大学博尔德分校） ； University of Wisconsin Madison（威斯康星大学麦迪逊分校） 纠错

Comments Accepted to EMNLP 2025 Main Conference

Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment

Jiahuan Pei, Fanghua Ye, Xin Sun, Wentao Deng, Koen Hindriks, Junxiao Wang

机构 * Vrije University of Amsterdam（阿姆斯特丹自由大学） ； University College London（伦敦大学学院） ； University of Amsterdam（阿姆斯特丹大学） ； National Institute of Informatics（日本信息处理学会） ； Shandong University（山东大学） ； Guangzhou University（广州大学） 纠错

Comments 14 pages, accepted by EMNLP 2025

DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoning

Hang Wu, Hongkai Chen, Yujun Cai, Chang Liu, Qingwen Ye, Ming-Hsuan Yang, Yiwei Wang

机构 * University of California, Merced（加州大学梅尔德分校） ； The University of Queensland（昆士兰大学） ； vivo Mobile Communication Co., Ltd（vivo移动通信有限公司） 纠错

Comments EMNLP 2025 Main Conference

Unlocking Smarter Device Control: Foresighted Planning with a World Model-Driven Code Execution Approach

Xiaoran Yin, Xu Luo, Hao Wu, Lianli Gao, Jingkuan Song

Comments Accepted to Findings of EMNLP 2025. This is the camera-ready version

Assessing the Sensitivity and Alignment of FOL Closeness Metrics

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

PersonaGym: Evaluating Persona Agents and LLMs

Vinay Samuel, Henry Peng Zou, Yue Zhou, Shreyas Chaudhari, Ashwin Kalyan, Tanmay Rajpurohit, Ameet Deshpande, Karthik Narasimhan, Vishvak Murahari

机构 * University of Maryland, College Park（马里兰大学 College Park分校） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校） ； Georgia Tech（佐治亚理工学院） ； Princeton University（普林斯顿大学） 纠错

Comments EMNLP Findings 2025

Evaluating NL2SQL via SQL2NL

Mohammadtaher Safarzadeh, Afshin Oroojlooyjadid, Dan Roth

机构 * Oracle AI 纠错

Comments Accepted to EMNLP 2025

Sali4Vid: Saliency-Aware Video Reweighting and Adaptive Caption Retrieval for Dense Video Captioning

MinJu Jeon, Si-Woo Kim, Ye-Chan Kim, HyunGee Kim, Dong-Jin Kim

机构 * Hanyang University（翰阳大学） 纠错

Comments Accepted in EMNLP 2025

Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty?

Yang Nan, Pengfei He, Ravi Tandon, Han Xu

机构 * University of Arizona（亚利桑那大学） ； Michigan State University（密歇根州立大学） 纠错

Comments Proceedings of The 2025 Conference on Empirical Methods in Natural Language Processing (Findings)