EMNLP

Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring

Shuxin Lin, Dhaval Patel, Christodoulos Constantinides

机构 * IBM Research（IBM研究院） 纠错

Comments Accepted at EMNLP 2025

When LRP Diverges from Leave-One-Out in Transformers

Weiqiu You, Siqi Zeng, Yao-Hung Hubert Tsai, Makoto Yamada, Han Zhao

机构 * University of Pennsylvania（宾夕法尼亚大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Okinawa Institute of Science and Technology（冲绳科学技术大学院） 纠错

Comments BlackboxNLP @ EMNLP 2025

Building Trust in Clinical LLMs: Bias Analysis and Dataset Transparency

Svetlana Maslenkova, Clement Christophe, Marco AF Pimentel, Tathagata Raha, Muhammad Umar Salman, Ahmed Al Mahrooqi, Avani Gupta, Shadab Khan, Ronnie Rajan, Praveenkumar Kanithi

机构 * M42, Abu Dhabi（阿布扎比M42） 纠错

Comments Accepted to EMNLP Main 2025

BrailleLLM: Braille Instruction Tuning with Large Language Models for Braille Domain Tasks

Tianyuan Huang, Zepeng Zhu, Hangdi Xing, Zirui Shao, Zhi Yu, Chaoxiong Yang, Jiaxian He, Xiaozhong Liu, Jiajun Bu

机构 * Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, Zhejiang University（浙江无障碍感知与智能系统重点实验室，浙江大学） ； Alibaba Group（阿里巴巴集团） ； Worcester Polytechnic Institute（沃斯特理工学院） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and DataSecurity（杭州高新技术区（滨江）区块链与数据安全研究院） 纠错

Comments Accepted to EMNLP 2025

Does Reasoning Help LLM Agents Play Dungeons and Dragons? A Prompt Engineering Experiment

Patricia Delafuente, Arya Honraopatil, Lara J. Martin

机构 * University of Maryland, Baltimore County（马里兰大学巴尔的摩县分校） 纠错

Comments Published at the Wordplay: When Language Meets Games Workshop (EMNLP 2025)

SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone

Nishant Subramani, Alfredo Gomez, Mona Diab

机构 * Carnegie Mellon University - Language Technologies Institute（卡内基梅隆大学-语言技术研究所） 纠错

Comments EMNLP 2025 Findings

NEXUS: Network Exploration for eXploiting Unsafe Sequences in Multi-Turn LLM Jailbreaks

Javad Rafiei Asl, Sidhant Narula, Mohammad Ghasemigol, Eduardo Blanco, Daniel Takabi

机构 * Old Dominion University（旧 Dominion 大学） ； University of Arizona（亚利桑那大学） 纠错

Comments This paper has been accepted in the main conference proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025). Javad Rafiei Asl and Sidhant Narula are co-first authors

Correct-Detect: Balancing Performance and Ambiguity Through the Lens of Coreference Resolution in LLMs

Amber Shore, Russell Scheinberg, Ameeta Agrawal, So Young Lee

机构 * Portland State University（波特兰州立大学） ； Miami University（迈阿密大学） 纠错

Comments Accepted at EMNLP 2025 (main)

Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents

Ankan Mullick, Sombit Bose, Rounak Saha, Ayan Kumar Bhowmick, Aditya Vempaty, Prasenjit Dey, Ravi Kokku, Pawan Goyal, Niloy Ganguly

机构 * IIT Kharagpur（印度克达尔普大学） ； Emergence AI 纠错

Comments Paper accepted in EMNLP 2025 Main Conference (Full Paper)

Journal ref EMNLP 2025 Main Conference (Full Paper)

Text Takes Over: A Study of Modality Bias in Multimodal Intent Detection

Ankan Mullick, Saransh Sharma, Abhik Jana, Pawan Goyal

机构 * IIT Kharagpur, India（印度理工学院Kharagpur） ； Adobe Research, India（Adobe研究） ； IIT Bhubaneswar, India（印度理工学院Bhubaneswar） 纠错

Comments EMNLP 2025 Main Conference Full Paper

Journal ref EMNLP 2025 Main Conference Full Paper

From Unaligned to Aligned: Scaling Multilingual LLMs with Multi-Way Parallel Corpora

Yingli Shen, Wen Lai, Shuo Wang, Ge Gao, Kangyang Luo, Alexander Fraser, Maosong Sun

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning（慕尼黑机器学习中心） ； Minzu University of China（民族大学） ； Institute for AI, Tsinghua University（清华大学人工智能研究院） 纠错

Comments EMNLP 2025 Main Conference (Oral)

WHAT-IF: Exploring Branching Narratives by Meta-Prompting Large Language Models

Runsheng "Anson" Huang, Lara J. Martin, Chris Callison-Burch

机构 * University of Pennsylvania（宾夕法尼亚大学） ； University of Maryland, Baltimore County（马里兰大学巴尔的摩县分校） 纠错

Comments Published in Wordplay: When Language Meets Games Workshop (EMNLP 2025)

Rethinking LLM Uncertainty: A Multi-Agent Approach to Estimating Black-Box Model Uncertainty

Yu Feng, Phu Mon Htut, Zheng Qi, Wei Xiao, Manuel Mager, Nikolaos Pappas, Kishaloy Halder, Yang Li, Yassine Benajiba, Dan Roth

机构 * University of Pennsylvania（宾夕法尼亚大学） ； AWS AI Labs（AWS人工智能实验室） ； Johannes Gutenberg University of Mainz（美因茨约翰内斯·古滕贝格大学） ； Oracle AI（Oracle人工智能） 纠错

Comments EMNLP 2025 Findings

Journal ref EMNLP 2025 Findings

Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models

Shuodi Liu, Yingzhuo Liu, Zi Wang, Yusheng Wang, Huijia Wu, Liuyu Xiang, Zhaofeng He

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

Comments Accepted to the Main Conference of EMNLP 2025 (Oral)

Modeling Layered Consciousness with Multi-Agent Large Language Models

Sang Hun Kim, Jongmin Lee, Dongkyu Park, So Young Lee, Yosep Chong

Comments 20 pages, 4 figures, accepted for presentation at EMNLP 2025 Workshop on Active and Passive LLM Personalization (PALS) OpenReview: https://openreview.net/forum?id=rUtNkYvGJI