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Conference on Empirical Methods in Natural Language Processing · 会议 · Natural Language Processing

共收录 7868
2509.16369 2025-09-23 cs.IR cs.AI cs.CE

Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction

Akshay Govind Srinivasan, Ryan Jacob George, Jayden Koshy Joe, Hrushikesh Kant, Harshith M R, Sachin Sundar, Sudharshan Suresh, Rahul Vimalkanth, Vijayavallabh

机构 * Indian Institute of Technology Madras(印度理工学院马德拉斯学院)

Comments 14 Pages, 8 Tables, 2 Figures. Accepted and to be published in the proceedings of FinNLP, Empirical Methods in Natural Language Processing 2025

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2509.11498 2025-09-23 cs.CL

DeDisCo at the DISRPT 2025 Shared Task: A System for Discourse Relation Classification

Zhuoxuan Ju, Jingni Wu, Abhishek Purushothama, Amir Zeldes

机构 * Georgetown University(乔治·华盛顿大学)

Comments System submission for the DISRPT 2025 - Shared Task on Discourse Relation Parsing and Treebanking In conjunction with CODI-CRAC & EMNLP 2025. 1st place in Task 3: relation classification

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2509.07755 2025-09-23 cs.CL cs.CR

Factuality Beyond Coherence: Evaluating LLM Watermarking Methods for Medical Texts

Rochana Prih Hastuti, Rian Adam Rajagede, Mansour Al Ghanim, Mengxin Zheng, Qian Lou

机构 * University of Central Florida(中央佛罗里达大学)

Comments Accepted at EMNLP 2025 Findings. Camera Ready

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2509.00707 2025-09-23 cs.CL cs.AI

Reward-Weighted Sampling: Enhancing Non-Autoregressive Characteristics in Masked Diffusion LLMs

Daehoon Gwak, Minseo Jung, Junwoo Park, Minho Park, ChaeHun Park, Junha Hyung, Jaegul Choo

机构 * KAIST AI(韩国科学技术院人工智能研究所) Applied Artificial Intelligence, Sungkyunkwan University(成均馆大学应用人工智能系)

Comments EMNLP 2025 Main Paper (Long)

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2508.15124 2025-09-23 cs.LG cs.CV

Side Effects of Erasing Concepts from Diffusion Models

Shaswati Saha, Sourajit Saha, Manas Gaur, Tejas Gokhale

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

Comments Findings of the Association for Computational Linguistics: EMNLP 2025

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2507.21105 2025-09-23 cs.IR cs.AI cs.CL

AgentMaster: A Multi-Agent Conversational Framework Using A2A and MCP Protocols for Multimodal Information Retrieval and Analysis

Callie C. Liao, Duoduo Liao, Sai Surya Gadiraju

机构 * Stanford University(斯坦福大学) George Mason University(乔治·马歇尔大学)

Comments Accepted by EMNLP 2025

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2506.21532 2025-09-23 cs.CL cs.AI cs.CY

"What's Up, Doc?": Analyzing How Users Seek Health Information in Large-Scale Conversational AI Datasets

Akshay Paruchuri, Maryam Aziz, Rohit Vartak, Ayman Ali, Best Uchehara, Xin Liu, Ishan Chatterjee, Monica Agrawal

机构 * UNC Chapel Hill(北卡罗来纳大学教堂山分校) Duke University(杜克大学) University of Washington(华盛顿大学) Google(谷歌)

Comments Accepted to EMNLP 2025 Findings - 25 pages, 6 figures, 4 tables

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2506.12935 2025-09-23 cs.CL cs.MM cs.SD eess.AS

SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models

Xingjian Diao, Chunhui Zhang, Keyi Kong, Weiyi Wu, Chiyu Ma, Zhongyu Ouyang, Peijun Qing, Soroush Vosoughi, Jiang Gui

机构 * Dartmouth College(达特茅斯学院) Shandong University(山东大学)

Comments Accepted to EMNLP 2025 Main Conference (Oral Presentation)

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2506.05979 2025-09-23 cs.CL

Tau-Eval: A Unified Evaluation Framework for Useful and Private Text Anonymization

Gabriel Loiseau, Damien Sileo, Damien Riquet, Maxime Meyer, Marc Tommasi

机构 * Hornetsecurity, Hem, France(Hornetsecurity) Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 - CRIStAL, F-59000 Lille, France(Lille大学)

Comments EMNLP 2025 Demo

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2506.04410 2025-09-23 cs.AI cond-mat.mtrl-sci cs.CL

Matter-of-Fact: A Benchmark for Verifying the Feasibility of Literature-Supported Claims in Materials Science

Peter Jansen, Samiah Hassan, Ruoyao Wang

机构 * University of Arizona(亚利桑那大学) Allen Institute for Artificial Intelligence(人工智能 Allen 机构)

Comments 9 pages (Accepted to EMNLP 2025)

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2505.20496 2025-09-23 cs.CL

Inceptive Transformers: Enhancing Contextual Representations through Multi-Scale Feature Learning Across Domains and Languages

Asif Shahriar, Rifat Shahriyar, M Saifur Rahman

机构 * Bangladesh University of Engineering and Technology(孟加拉工程与技术大学) BRAC University(BRAC大学)

Comments Accepted to EMNLP 2025 (long paper). To appear in the Proceedings of EMNLP 2025

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2505.20264 2025-09-23 cs.CL cs.AI

We Need to Measure Data Diversity in NLP -- Better and Broader

Dong Nguyen, Esther Ploeger

机构 * Utrecht University(乌得勒支大学) Aalborg University(奥胡斯大学)

Comments EMNLP 2025

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2505.15856 2025-09-23 cs.IR cs.AI

DisastIR: A Comprehensive Information Retrieval Benchmark for Disaster Management

Kai Yin, Xiangjue Dong, Chengkai Liu, Lipai Huang, Yiming Xiao, Zhewei Liu, Ali Mostafavi, James Caverlee

机构 * Texas A&M University(德克萨斯大学) University of Toronto(多伦多大学)

Comments EMNLP 2025 Findings

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2505.14660 2025-09-23 cs.CL cs.AI cs.CV

EmoGist: Efficient In-Context Learning for Visual Emotion Understanding

Ronald Seoh, Dan Goldwasser

机构 * Purdue University(普渡大学)

Comments EMNLP 2025 Findings

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2505.13448 2025-09-23 cs.CL cs.AI

CIE: Controlling Language Model Text Generations Using Continuous Signals

Vinay Samuel, Harshita Diddee, Yiming Zhang, Daphne Ippolito

机构 * University of Maryland, College Park(马里兰大学 College Park分校) Carnegie Mellon University(卡内基梅隆大学)

Comments EMNLP Main 2025

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2504.09696 2025-09-23 cs.CL

GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models

Jixiao Zhang, Chunsheng Zuo

机构 * Johns Hopkins University(约翰霍普金斯大学)

Comments Accepted to EMNLP 2025 (Main)

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2503.18247 2025-09-23 cs.CL

AfroXLMR-Social: Adapting Pre-trained Language Models for African Languages Social Media Text

Tadesse Destaw Belay, Israel Abebe Azime, Ibrahim Said Ahmad, David Ifeoluwa Adelani, Idris Abdulmumin, Abinew Ali Ayele, Shamsuddeen Hassan Muhammad, Seid Muhie Yimam

机构 * Instituto Politécnico Nacional(智利国家理工学院) Saarland University(萨尔兰大学) Northeastern University(东北大学) Bayero University Kano(卡诺巴耶罗大学) Mila-Quebec AI Institute(魁北克AI研究所) McGill University(麦吉尔大学) University of Pretoria(比勒陀利亚大学) Bahir Dar University(巴赫达尔大学) Imperial College London(伦敦帝国理工学院) University of Hamburg(汉堡大学) Wollo University(沃尔洛大学)

Comments EMNLP 2025

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2503.07129 2025-09-23 cs.CL cs.AI

ASTRA: A Negotiation Agent with Adaptive and Strategic Reasoning via Tool-integrated Action for Dynamic Offer Optimization

Deuksin Kwon, Jiwon Hae, Emma Clift, Daniel Shamsoddini, Jonathan Gratch, Gale M. Lucas

机构 * University of Southern California(美国南加州大学) St. Olaf College(圣奥拉夫学院) Northwestern University(西北大学) USC for Institute of Creative Technologies(美国南加州大学创意技术研究所)

Comments Accepted to EMNLP 2025 (Main Conference)

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2502.13146 2025-09-23 cs.CV cs.LG

Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization

Shuo Xing, Peiran Li, Yuping Wang, Ruizheng Bai, Yueqi Wang, Chan-Wei Hu, Chengxuan Qian, Huaxiu Yao, Zhengzhong Tu

机构 * Texas A&M University(德克萨斯大学) University of Michigan(密歇根大学) UIUC(伊利诺伊大学香槟分校) UNC Chapel Hill(北卡罗来纳大学教堂山分校)

Comments Published at EMNLP 2025

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2411.18831 2025-09-23 cs.CL

Measuring Risk of Bias in Biomedical Reports: The RoBBR Benchmark

Jianyou Wang, Weili Cao, Longtian Bao, Youze Zheng, Gil Pasternak, Kaicheng Wang, Xiaoyue Wang, Ramamohan Paturi, Leon Bergen

机构 * Laboratory for Emerging Intelligence(新兴智能实验室) University of California, San Diego(加州大学圣地亚哥分校)

Comments Published at EMNLP 2025 (Main)

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2308.00016 2025-09-23 q-fin.CP cs.AI cs.CL

Alpha-GPT: Human-AI Interactive Alpha Mining for Quantitative Investment

Saizhuo Wang, Hang Yuan, Leon Zhou, Lionel M. Ni, Heung-Yeung Shum, Jian Guo

机构 * HKUST(香港科技大学) IDEA Research(IDEA研究所) Columbia University(哥伦比亚大学) HKUST-GZ(香港科技大学-广州)

Comments EMNLP 2025 System Demonstration Track

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2509.16112 2025-09-22 cs.CL cs.IR cs.SE

CodeRAG: Finding Relevant and Necessary Knowledge for Retrieval-Augmented Repository-Level Code Completion

Sheng Zhang, Yifan Ding, Shuquan Lian, Shun Song, Hui Li

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing Ministry of Education of China(教育部多媒体可信感知与高效计算重点实验室) Xiamen University(厦门大学) Ant Group(蚂蚁集团)

Comments EMNLP 2025

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2509.16107 2025-09-22 cs.CL

It Depends: Resolving Referential Ambiguity in Minimal Contexts with Commonsense Knowledge

Lukas Ellinger, Georg Groh

机构 * School for Computation, Information and Technology(计算、信息与技术学院) Technical University of Munich(慕尼黑技术大学)

Comments Accepted by UncertaiNLP workshop @ EMNLP 2025

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2509.16088 2025-09-22 cs.LG

Randomized Smoothing Meets Vision-Language Models

Emmanouil Seferis, Changshun Wu, Stefanos Kollias, Saddek Bensalem, Chih-Hong Cheng

机构 * National Technical University of Athens(希腊雅典国家技术大学) Université Grenoble Alpes(格勒诺布尔阿尔卑斯大学) CSX-AI(CSX-AI公司) Carl von Ossietzky University of Oldenburg(奥尔登堡卡尔·冯·奥西特齐大学) Chalmers University of Technology(查尔姆斯理工大学)

Comments EMNLP'25 full version, including appendix (proofs, additional experiments)

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2509.16060 2025-09-22 cs.LG cs.CL

SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection

Maithili Joshi, Palash Nandi, Tanmoy Chakraborty

机构 * Indian Institute of Technology Delhi(印度理工学院德里)

Comments Accepted in EMNLP'25 Main

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2509.16028 2025-09-22 cs.CL cs.AI

Think, Verbalize, then Speak: Bridging Complex Thoughts and Comprehensible Speech

Sang Hoon Woo, Sehun Lee, Kang-wook Kim, Gunhee Kim

机构 * Seoul National University(首尔国立大学)

Comments EMNLP 2025 Main. Project page: https://yhytoto12.github.io/TVS-ReVerT

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2509.15926 2025-09-22 cs.CL cs.LG

Beyond the Score: Uncertainty-Calibrated LLMs for Automated Essay Assessment

Ahmed Karim, Qiao Wang, Zheng Yuan

机构 * King’s College London(伦敦国王学院) Hosei University(Hosei大学) University of Sheffield(谢菲尔德大学)

Comments Accepted at EMNLP 2025 (Main Conference). Camera-ready version

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2509.15896 2025-09-22 cs.CL cs.CY

The Psychology of Falsehood: A Human-Centric Survey of Misinformation Detection

Arghodeep Nandi, Megha Sundriyal, Euna Mehnaz Khan, Jikai Sun, Emily Vraga, Jaideep Srivastava, Tanmoy Chakraborty

机构 * Indian Institute of Technology Delhi(印度理工学院德里) Max Planck Institute for Security and Privacy(安全与隐私马克斯·普朗克研究所) University of Minnesota - Twin Cities(明尼苏达大学双城分校)

Comments Accepted in EMNLP'25 Main

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2509.15739 2025-09-22 cs.CL

Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics

Reza Sanayei, Srdjan Vesic, Eduardo Blanco, Mihai Surdeanu

机构 * Department of Computer Science, University of Arizona(亚利桑那大学计算机科学系) CRIL CNRS & University of Artois(CNRS CRIL与阿维尼昂大学)

Comments Accepted to EMNLP 2025 Findings

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2509.15723 2025-09-22 cs.CL

REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

机构 * RMIT University(皇家墨尔本理工大学)

Comments Accepted to the 5th New Frontiers in Summarization Workshop (NewSumm@EMNLP 2025)

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