EMNLP

XTRA: Cross-Lingual Topic Modeling with Topic and Representation Alignments

Tien Phat Nguyen, Vu Minh Ngo, Tung Nguyen, Linh Van Ngo, Duc Anh Nguyen, Sang Dinh, Trung Le

机构 * Hanoi University of Science and Technology（河内科学技术大学） ； University of Monash（墨尔本大学） 纠错

Comments 2025 EMNLP Findings

Self-Improvement in Multimodal Large Language Models: A Survey

Shijian Deng, Kai Wang, Tianyu Yang, Harsh Singh, Yapeng Tian

机构 * The University of Texas at Dallas（德克萨斯大学达拉斯分校） ； University of Toronto（多伦多大学） ； University of Notre Dame（诺特丹大学） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

Comments EMNLP 2025

SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models

Rui Qi, Zhibo Man, Yufeng Chen, Fengran Mo, Jinan Xu, Kaiyu Huang

机构 * Key Laboratory of Big Data & Artificial Intelligence in Transportation (Beijing Jiaotong University), Ministry of Education（大数据与人工智能交通 key laboratory（北京交通大学）） ； School of Computer Science and Technology, Beijing Jiaotong University（计算机科学与技术学院（北京交通大学）） ； University of Montreal（蒙特利尔大学） 纠错

Comments EMNLP 2025 (findings)

AMANDA: Agentic Medical Knowledge Augmentation for Data-Efficient Medical Visual Question Answering

Ziqing Wang, Chengsheng Mao, Xiaole Wen, Yuan Luo, Kaize Ding

机构 * Northwestern University（西北大学） ； Microsoft（微软公司） 纠错

Comments EMNLP Findings

The Prompt Makes the Person(a): A Systematic Evaluation of Sociodemographic Persona Prompting for Large Language Models

Marlene Lutz, Indira Sen, Georg Ahnert, Elisa Rogers, Markus Strohmaier

机构 * University of Mannheim（曼海姆大学） ； GESIS - Leibniz Institute for the Social Sciences（莱布尼茨社会科学研究所） ； Complexity Science Hub Vienna（维也纳复杂科学中心） 纠错

Comments Accepted to EMNLP Findings 2025

A Survey of Pun Generation: Datasets, Evaluations and Methodologies

Yuchen Su, Yonghua Zhu, Ruofan Wang, Zijian Huang, Diana Benavides-Prado, Michael Witbrock

机构 * School of Computer Science, University of Auckland（奥克兰大学计算机科学学院） ； Singapore University of Technology and Design（新加坡科技设计大学） ； School of Electronic Engineering and Computer Science, Queen Mary University of London（伦敦女王学院电子工程与计算机科学学院） 纠错

Comments Accepted to EMNLP 2025 Findings

From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding

Xiangfeng Wang, Xiao Li, Yadong Wei, Xueyu Song, Yang Song, Xiaoqiang Xia, Fangrui Zeng, Zaiyi Chen, Liu Liu, Gu Xu, Tong Xu

机构 * University of Science and Technology of China（中国科学技术大学） ； ByteDance China（字节跳动中国） 纠错

Comments Accepted by EMNLP 2025 Industry Track

Same evaluation, more tokens: On the effect of input length for machine translation evaluation using Large Language Models

Tobias Domhan, Dawei Zhu

Comments Accepted at EMNLP 2025 (Main Conference)

DatawiseAgent: A Notebook-Centric LLM Agent Framework for Adaptive and Robust Data Science Automation

Ziming You, Yumiao Zhang, Dexuan Xu, Yiwei Lou, Yandong Yan, Wei Wang, Huaming Zhang, Yu Huang

机构 * National Engineering Research Center for Software Engineering, Peking University（软件工程国家工程研究中心，北京大学） ； School of Software & Microelectronics, Peking University（软件与微电子学院，北京大学） ； School of Computer Science, Peking University（计算机科学学院，北京大学） ； Xi’an Jiaotong University（西安交通大学） ； Institute of Basic Theory of Chinese Medicine, China Academy of Chinese Medical Sciences（中医基础理论研究所，中国中医科学院） 纠错

Comments The camera-ready version for EMNLP 2025 Main Conference

Primus: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training

Yao-Ching Yu, Tsun-Han Chiang, Cheng-Wei Tsai, Chien-Ming Huang, Wen-Kwang Tsao

机构 * AI Lab, TrendMicro（TrendMicro人工智能实验室） 纠错

Comments Accepted to EMNLP 2025

RACCooN: A Versatile Instructional Video Editing Framework with Auto-Generated Narratives

Jaehong Yoon, Shoubin Yu, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） ； Nanyang Technological University（南洋理工大学） 纠错

Comments EMNLP 2025 main; The first two authors contribute equally. Project Page: https://raccoon-mllm-gen.github.io/