EMNLP

Beyond Demonstrations: Dynamic Vector Construction from Latent Representations

Wang Cai, Hsiu-Yuan Huang, Zhixiang Wang, Yunfang Wu

机构 * National Key Laboratory for Multimedia Information Processing, Peking University（国家多媒体信息处理重点实验室，北京大学） ； MOE Key Laboratory of Computational Linguistics, Peking University（教育部计算语言学重点实验室，北京大学） ； School of Software and 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） 纠错

Comments 9 pages, 4 figures. Accepted to EMNLP 2025 (Main Conference)

DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration

Zhihao Jia, Mingyi Jia, Junwen Duan, Jianxin Wang

机构 * Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University（湖南生物信息省级重点实验室，计算机科学与工程学院，中南大学） 纠错

Comments Accepted to EMNLP 2025

Understanding and Improving Information Preservation in Prompt Compression for LLMs

Weronika Łajewska, Momchil Hardalov, Laura Aina, Neha Anna John, Hang Su, Lluís Màrquez

机构 * University of Stavanger（斯塔万格大学） ； AWS AI Labs（AWS AI实验室） ； Technical University of Catalonia (UPC)（加泰罗尼亚理工大学） 纠错

Comments Accepted to EMNLP 2025 (Findings), 22 pages, 6 figures, 24 tables

Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research

Xiang Liu, Penglei Sun, Shuyan Chen, Longhan Zhang, Peijie Dong, Huajie You, Yongqi Zhang, Chang Yan, Xiaowen Chu, Tong-yi Zhang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Guangzhou Municipal Key Laboratory of Materials Informatics（广州市材料信息学重点实验室） 纠错

Comments EMNLP 2025 Findings; NeurIPS 2025 AI for Science Workshop

NLP-ADBench: NLP Anomaly Detection Benchmark

Yuangang Li, Jiaqi Li, Zhuo Xiao, Tiankai Yang, Yi Nian, Xiyang Hu, Yue Zhao

机构 * University of Southern California（南加州大学） ； Arizona State University（亚利桑那州立大学） 纠错

Comments EMNLP Findings 2025. The project is available at https://github.com/USC-FORTIS/NLP-ADBench

Augmenting Compliance-Guaranteed Customer Service Chatbots: Context-Aware Knowledge Expansion with Large Language Models

Mengze Hong, Chen Jason Zhang, Di Jiang, Yuanqin He

机构 * Hong Kong Polytechnic University（香港理工大学） ； AI Group, WeBank Co., Ltd（WeBank金融科技部） 纠错

Comments Accepted by EMNLP 2025 Industry Track

Efficient Prompt Optimisation for Legal Text Classification with Proxy Prompt Evaluator

Hyunji Lee, Kevin Chenhao Li, Matthias Grabmair, Shanshan Xu

机构 * Technical University of Munich（慕尼黑技术大学） ； Department of Computer Science, University of Copenhagen（哥本哈根大学计算机科学系） ； Faculty of Law, University of Copenhagen（哥本哈根大学法学院） 纠错

Comments Accepted at NLLP@EMNLP 2025

Looking to Learn: Token-wise Dynamic Gating for Low-Resource Vision-Language Modelling

Bianca-Mihaela Ganescu, Suchir Salhan, Andrew Caines, Paula Buttery

机构 * ALTA Institute（ALTA研究院） ； Department of Computer Science & Technology, University of Cambridge（计算机科学与技术系，剑桥大学） 纠错

Comments Accepted to the EMNLP 2025 BabyLM Workshop

DACIP-RC: Domain Adaptive Continual Instruction Pre-Training via Reading Comprehension on Business Conversations

Elena Khasanova, Harsh Saini, Md Tahmid Rahman Laskar, Xue-Yong Fu, Cheng Chen, Shashi Bhushan TN

机构 * Dialpad Inc.（Dialpad公司） 纠错

Comments Accepted to the EMNLP 2025 Industry Track. Equal contribution from the first four authors

AI Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational AI Agents

Md Tahmid Rahman Laskar, Julien Bouvier Tremblay, Xue-Yong Fu, Cheng Chen, Shashi Bhushan TN

机构 * Dialpad Inc.（Dialpad公司） 纠错

Comments Accepted to the EMNLP 2025 Industry Track

DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization

Xue-Yong Fu, Elena Khasanova, Md Tahmid Rahman Laskar, Harsh Saini, Shashi Bhushan TN

机构 * Dialpad Inc.（Dialpad公司） 纠错

Comments Accepted to the NewSumm Workshop at EMNLP 2025. Equal contribution from the first four authors

Scaling Laws Are Unreliable for Downstream Tasks: A Reality Check

Nicholas Lourie, Michael Y. Hu, Kyunghyun Cho

机构 * New York University（纽约大学） ； Prescient Design ； CIFAR LMB 纠错

Comments EMNLP Findings 2025 Camera Ready

Dissecting Logical Reasoning in LLMs: A Fine-Grained Evaluation and Supervision Study

Yujun Zhou, Jiayi Ye, Zipeng Ling, Yufei Han, Yue Huang, Haomin Zhuang, Zhenwen Liang, Kehan Guo, Taicheng Guo, Xiangqi Wang, Xiangliang Zhang

机构 * University of Notre Dame（诺丁汉大学） ； MBZUAI（马克斯·普朗克人工智能研究所） ； University of Pennsylvania（宾夕法尼亚大学） ； INRIA（法国国家信息与自动化研究所） 纠错

Comments Accepted by the Findings of EMNLP 2025

T-VEC: A Telecom-Specific Vectorization Model with Enhanced Semantic Understanding via Deep Triplet Loss Fine-Tuning

Vignesh Ethiraj, Ashwath David, Sidhanth Menon, Divya Vijay, Vidhyakshaya Kannan

机构 * NetoAI 纠错

Comments Accepted to EMNLP 2025 (Industry Track)

Evaluating LLM-Generated Legal Explanations for Regulatory Compliance in Social Media Influencer Marketing

Haoyang Gui, Thales Bertaglia, Taylor Annabell, Catalina Goanta, Tjomme Dooper, Gerasimos Spanakis

机构 * Utrecht University（乌特雷赫大学） ； Stichting Reclame Code（Reclame Code基金会） ； Maastricht University（马斯特里赫特大学） 纠错

Comments Accepted for publication at the Natural Legal Language Processing Workshop (NLLP) 2025, co-located with EMNLP

AutoQual: An LLM Agent for Automated Discovery of Interpretable Features for Review Quality Assessment

Xiaochong Lan, Jie Feng, Yinxing Liu, Xinlei Shi, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系、百度研究院、清华大学） 纠错

Comments EMNLP 2025

STEPER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models

Kyumin Lee, Minjin Jeon, Sanghwan Jang, Hwanjo Yu

Comments EMNLP 2025 Main

Multilingual Generative Retrieval via Cross-lingual Semantic Compression

Yuxin Huang, Simeng Wu, Ran Song, Yan Xiang, Yantuan Xian, Shengxiang Gao, Zhengtao Yu

机构 * Faculty of Information Engineering and Automation, Kunming University of Science and Technology（信息工程与自动化学院，昆明理工大学） ； Yunnan Key Laboratory of Artificial Intelligence（云南省人工智能重点实验室） 纠错

Comments EMNLP 2025, Findings, Long

Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing

Cunli Mao, Xiaofei Gao, Ran Song, Shizhu He, Shengxiang Gao, Kang Liu, Zhengtao Yu

机构 * Faculty of Information Engineering and Automation, Kunming University of Science and Technology（昆明理工大学信息工程与自动化学院） ； Yunnan Key Laboratory of Artificial Intelligence（云南人工智能重点实验室） ； The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（复杂系统认知与决策智能重点实验室，中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Science（中国科学院大学人工智能学院） 纠错

Comments EMNLP 2025, Findings, Long Paper

Multi-Task Pre-Finetuning of Lightweight Transformer Encoders for Text Classification and NER

Junyi Zhu, Savas Ozkan, Andrea Maracani, Sinan Mutlu, Cho Jung Min, Mete Ozay

机构 * Samsung R&D Institute UK (SRUK)（三星英国研发中心（SRUK）） ； Samsung Electronics Korea（三星电子韩国） 纠错

Comments Accepted by EMNLP 2025 Industry Track

LASER: An LLM-based ASR Scoring and Evaluation Rubric

Amruta Parulekar, Preethi Jyothi

机构 * Indian Institute of Technology Bombay（印度理工学院班加罗尔） 纠错

Comments Accepted to EMNLP 2025

Lemma Dilemma: On Lemma Generation Without Domain- or Language-Specific Training Data

Olia Toporkov, Alan Akbik, Rodrigo Agerri

机构 * HiTZ Center - Ixa, University of the Basque Country UPV/EHU（巴斯克大学希茨中心 - Ixa，巴斯克国家大学UPV/EHU） ； Humboldt-Universität zu Berlin（柏林洪堡大学） 纠错

Comments 14 pages, 2 figures, 5 tables. Accepted to EMNLP Findings 2025

Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback

Yisha Wu, Cen Mia Zhao, Yuanpei Cao, Xiaoqing Su, Yashar Mehdad, Mindy Ji, Claire Na Cheng

机构 * Airbnb Inc.（Airbnb公司） 纠错

Comments Accepted at EMNLP 2025 Industry Track

Agent-in-the-Loop: A Data Flywheel for Continuous Improvement in LLM-based Customer Support

Cen Mia Zhao, Tiantian Zhang, Hanchen Su, Yufeng Wayne Zhang, Shaowei Su, Mingzhi Xu, Yu Elaine Liu, Wei Han, Jeremy Werner, Claire Na Cheng, Yashar Mehdad

机构 * Airbnb, Inc.（Airbnb公司） 纠错

Comments EMNLP 2025 Industry Track submission (Paper #305). Preprint. Main text within the 7-page industry limit (references/appendices excluded). Contains multiple figures and tables

SimulatorArena: Are User Simulators Reliable Proxies for Multi-Turn Evaluation of AI Assistants?

Yao Dou, Michel Galley, Baolin Peng, Chris Kedzie, Weixin Cai, Alan Ritter, Chris Quirk, Wei Xu, Jianfeng Gao

Comments Accepted at EMNLP 2025 Main

Training LLMs to be Better Text Embedders through Bidirectional Reconstruction

Chang Su, Dengliang Shi, Siyuan Huang, Jintao Du, Changhua Meng, Yu Cheng, Weiqiang Wang, Zhouhan Lin

机构 * LUMIA Lab, Shanghai Jiao Tong University（上海交通大学LUMIA实验室） ； Tiansuan Lab, Ant Group Co., Ltd.（蚂蚁集团天算实验室） ； LUMIA Lab, School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院LUMIA实验室） 纠错

Comments accepted by EMNLP 2025 Main Conference

MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation

Jungyeon Lee, Kangmin Lee, Taeuk Kim

机构 * Hanyang University（翰阳大学） ； KT Corporation（KT公司） 纠错

Comments EMNLP 2025 Findings

From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes

Karen Zhou, John Giorgi, Pranav Mani, Peng Xu, Davis Liang, Chenhao Tan

机构 * University of Chicago（芝加哥大学） ； Abridge 纠错

Comments Accepted to EMNLP 2025 Industry Track

Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers

Zhiyuan Peng, Ting-ruen Wei, Tingyu Song, Yilun Zhao

机构 * Santa Clara University（圣克拉拉大学） ； Yale University（耶鲁大学） 纠错

Comments Accepted by EMNLP Industry Track 2025

LLMs on a Budget? Say HOLA

Zohaib Hasan Siddiqui, Jiechao Gao, Ebad Shabbir, Mohammad Anas Azeez, Rafiq Ali, Gautam Siddharth Kashyap, Usman Naseem

机构 * Jamia Hamdard（贾迈亚哈马达尔大学） ； Center for SDGC, Stanford University（SDGC研究中心，斯坦福大学） ； DSEU-Okhla ； Macquarie University（麦考瑞大学） 纠错

Comments Accepted at EMNLP 2025 (Industry Track)