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EMNLP 2025: all accepted papers

2,086 papers · page 4 of 21 · the most cited first · ← EMNLP 2025

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  1. Group-Aware Reinforcement Learning for Output Diversity in Large Language Models ↗Oron Anschel, Alon Shoshan, Adam Botach et al.3 citations
  2. How do Language Models Reshape Entity Alignment? A Survey of LM-Driven EA Methods: Advances, Benchmarks, and Future ↗Zerui Chen, Huiming Fan, Qianyu Wang et al.3 citations
  3. Identifying & Interactively Refining Ambiguous User Goals for Data Visualization Code Generation ↗Mert Inan, Anthony Sicilia, Alex Xie et al.3 citations
  4. Improve LLM-as-a-Judge Ability as a General Ability ↗Jiachen Yu, Shaoning Sun, Xiaohui Hu et al.3 citations
  5. In-Context Learning Boosts Speech Recognition via Human-like Adaptation to Speakers and Language Varieties ↗Nathan Roll, Calbert Graham, Yuka Tatsumi et al.3 citations
  6. IndoSafety: Culturally Grounded Safety for LLMs in Indonesian Languages ↗Muhammad Falensi Azmi, Muhammad Dehan Al Kautsar, Alfan Farizki Wicaksono et al.3 citations
  7. InfiniBench: A Benchmark for Large Multi-Modal Models in Long-Form Movies and TV Shows ↗Kirolos Ataallah, Eslam Mohamed Bakr, Mahmoud Ahmed et al.3 citations
  8. Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval-Augmented Generation Across Learning Styles ↗Debdeep Sanyal, Agniva Maiti, Umakanta Maharana et al.3 citations
  9. Knowledge Editing through Chain-of-Thought ↗Changyue Wang, Weihang Su, Qingyao Ai et al.3 citations
  10. LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models ↗Hieu Tran, Junda Wang, Yujan Ting et al. · Industry Track3 citations
  11. LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation ↗Weizhi Zhang, Liangwei Yang, Wooseong Yang et al. · Industry Track3 citations
  12. LLMs as World Models: Data-Driven and Human-Centered Pre-Event Simulation for Disaster Impact Assessment ↗Lingyao Li, Dawei Li, Zhenhui Ou et al.3 citations
  13. Large Language Models Discriminate Against Speakers of German Dialects ↗Minh Duc Bui, Carolin Holtermann, Valentin Hofmann et al.3 citations
  14. Large Language Models Have Intrinsic Meta-Cognition, but Need a Good Lens ↗Ziyang Ma, Qingyue Yuan, Zhenglin Wang et al.3 citations
  15. Large Language Models as Realistic Microservice Trace Generators ↗Donghyun Kim, Sriram Ravula, Taemin Ha et al.3 citations
  16. Learning to Ask: When LLM Agents Meet Unclear Instruction ↗Wenxuan Wang, Shi Juluan, Zixuan Ling et al.3 citations
  17. LegalSearchLM: Rethinking Legal Case Retrieval as Legal Elements Generation ↗Chaeeun Kim, Jinu Lee, Wonseok Hwang3 citations
  18. LinkAlign: Scalable Schema Linking for Real-World Large-Scale Multi-Database Text-to-SQL ↗Yihan Wang, Peiyu Liu, Xin Yang3 citations
  19. Logit Space Constrained Fine-Tuning for Mitigating Hallucinations in LLM-Based Recommender Systems ↗Jianfeng Deng, Qingfeng Chen, Debo Cheng et al.3 citations
  20. MALLM: Multi-Agent Large Language Models Framework ↗Jonas Becker, Lars Benedikt Kaesberg, Niklas Bauer et al. · System Demonstrations3 citations
  21. MEBench: Benchmarking Large Language Models for Cross-Document Multi-Entity Question Answering ↗Teng Lin, Yuyu Luo, Honglin Zhang et al.3 citations
  22. METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding ↗Mengyue Wang, Shuo Chen, Kristian Kersting et al.3 citations
  23. ML-Promise: A Multilingual Dataset for Corporate Promise Verification ↗Yohei Seki, Hakusen Shu, Anaïs Lhuissier et al.3 citations
  24. MS-RAG: Simple and Effective Multi-Semantic Retrieval-Augmented Generation ↗Xiaozhou You, Yahui Luo, Lihong Gu3 citations
  25. Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality ↗Yuto Harada, Yusuke Yamauchi, Yusuke Oda et al.3 citations
  26. Measuring Bias or Measuring the Task: Understanding the Brittle Nature of LLM Gender Biases ↗Bufan Gao, Elisa Kreiss3 citations
  27. Media Source Matters More Than Content: Unveiling Political Bias in LLM-Generated Citations ↗Sunhao Dai, Zhanshuo Cao, Wenjie Wang et al.3 citations
  28. MemeReaCon: Probing Contextual Meme Understanding in Large Vision-Language Models ↗Zhengyi Zhao, Shubo Zhang, Yuxi Zhang et al.3 citations
  29. Mitigating Biases in Language Models via Bias Unlearning ↗Dianqing Liu, Yi Liu, Guoqing Jin et al.3 citations
  30. Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization ↗Jiulong Wu, Zhengliang Shi, Shuaiqiang Wang et al.3 citations
  31. MoVa: Towards Generalizable Classification of Human Morals and Values ↗Ziyu Chen, Junfei Sun, Chenxi Li et al.3 citations
  32. MultiDocFusion : Hierarchical and Multimodal Chunking Pipeline for Enhanced RAG on Long Industrial Documents ↗Joongmin Shin, Chanjun Park, Jeongbae Park et al.3 citations
  33. MultiMatch: Multihead Consistency Regularization Matching for Semi-Supervised Text Classification ↗Iustin Sirbu, Robert-Adrian Popovici, Cornelia Caragea et al.3 citations
  34. MultiMed-ST: Large-scale Many-to-many Multilingual Medical Speech Translation ↗Khai Le-Duc, Tuyen Tran, Bach Phan Tat et al.3 citations
  35. Multilingual Prompting for Improving LLM Generation Diversity ↗Qihan Wang, Shidong Pan, Tal Linzen et al.3 citations
  36. NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls ↗Kinjal Basu, Ibrahim Abdelaziz, Kiran Kate et al.3 citations
  37. NL-Debugging: Exploiting Natural Language as an Intermediate Representation for Code Debugging ↗Weiming Zhang, Qingyao Li, Xinyi Dai et al.3 citations
  38. Not All Parameters Are Created Equal: Smart Isolation Boosts Fine-Tuning Performance ↗Yao Wang, Di Liang, Minlong Peng3 citations
  39. OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models ↗Xiaoyu Xu, Minxin Du, Qingqing Ye et al.3 citations
  40. Out of Sight, Not Out of Context? Egocentric Spatial Reasoning in VLMs Across Disjoint Frames ↗Sahithya Ravi, Gabriel Herbert Sarch, Vibhav Vineet et al.3 citations
  41. PBI-Attack: Prior-Guided Bimodal Interactive Black-Box Jailbreak Attack for Toxicity Maximization ↗Ruoxi Cheng, Yizhong Ding, Shuirong Cao et al.3 citations
  42. PIIvot: A Lightweight NLP Anonymization Framework for Question-Anchored Tutoring Dialogues ↗Matthew Zent, Digory Smith, Simon Woodhead3 citations
  43. PatentScore: Multi-dimensional Evaluation of LLM-Generated Patent Claims ↗Yongmin Yoo, Qiongkai Xu, Longbing Cao3 citations
  44. Plan Dynamically, Express Rhetorically: A Debate-Driven Rhetorical Framework for Argumentative Writing ↗Xueguan Zhao, Wenpeng Lu, Chaoqun Zheng et al.3 citations
  45. Pragmatic Inference Chain (PIC) Improving LLMs' Reasoning of Authentic Implicit Toxic LanguageXi Chen, Shuo Wang3 citations · our summary
  46. Pre-trained Models Perform the Best When Token Distributions Follow Zipf's Law ↗Yanjin He, Qingkai Zeng, Meng Jiang3 citations
  47. Preemptive Detection and Correction of Misaligned Actions in LLM Agents ↗Haishuo Fang, Xiaodan Zhu, Iryna Gurevych3 citations
  48. Principled Personas: Defining and Measuring the Intended Effects of Persona Prompting on Task Performance ↗Pedro Henrique Luz de Araujo, Paul Röttger, Dirk Hovy et al.3 citations
  49. Proactive Assistant Dialogue Generation from Streaming Egocentric Videos ↗Yichi Zhang, Xin Luna Dong, Zhaojiang Lin et al.3 citations
  50. PropRAG: Guiding Retrieval with Beam Search over Proposition Paths ↗Jingjin Wang, Jiawei Han3 citations
  51. QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models ↗Wei Wang, Zhaowei Li, Qi Xu et al.3 citations
  52. R-TOFU: Unlearning in Large Reasoning Models ↗Sangyeon Yoon, Wonje Jeung, Albert No3 citations
  53. R2I-Bench: Benchmarking Reasoning-Driven Text-to-Image Generation ↗Kaijie Chen, Zihao Lin, Zhiyang Xu et al.3 citations
  54. REARANK: Reasoning Re-ranking Agent via Reinforcement Learning ↗Le Zhang, Bo Wang, Xipeng Qiu et al.3 citations
  55. REIC: RAG-Enhanced Intent Classification at Scale ↗Ziji Zhang, Michael Yang, Zhiyu Chen et al. · Industry Track3 citations
  56. RETAIL: Towards Real-world Travel Planning for Large Language Models ↗Bin Deng, Yizhe Feng, Zeming Liu et al.3 citations
  57. Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking ↗Junda Zhu, Lingyong Yan, Shuaiqiang Wang et al.3 citations
  58. SAGE: A Generic Framework for LLM Safety Evaluation ↗Madhur Jindal, Hari Shrawgi, Parag Agrawal et al. · Industry Track3 citations
  59. SATBench: Benchmarking LLMs' Logical Reasoning via Automated Puzzle Generation from SAT Formulas ↗Anjiang Wei, Yuheng Wu, Yingjia Wan et al.3 citations
  60. SPIRIT: Patching Speech Language Models against Jailbreak Attacks ↗Amirbek Djanibekov, Nurdaulet Mukhituly, Kentaro Inui et al.3 citations
  61. SQUiD: Synthesizing Relational Databases from Unstructured Text ↗Mushtari Sadia, Zhenning Yang, Yunming Xiao et al.3 citations
  62. SWAM: Adaptive Sliding Window and Memory-Augmented Attention Model for Rumor Detection ↗Mei Guo, Chen Chen, Chunyan Hou et al.3 citations
  63. SciNLP: A Domain-Specific Benchmark for Full-Text Scientific Entity and Relation Extraction in NLP ↗Decheng Duan, Jitong Peng, Yingyi Zhang et al.3 citations
  64. SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature ↗David Wadden, Kejian Shi, Jacob Morrison et al.3 citations
  65. SenDetEX: Sentence-Level AI-Generated Text Detection for Human-AI Hybrid Content via Style and Context Fusion ↗Lei Jiang, Desheng Wu, Xiaolong Zheng3 citations
  66. SinhalaMMLU: A Comprehensive Benchmark for Evaluating Multitask Language Understanding in Sinhala ↗Ashmari Pramodya, Nirasha Nelki, Heshan Shalinda et al.3 citations
  67. Sparse Autoencoder Features for Classifications and Transferability ↗Jack Gallifant, Shan Chen, Kuleen Sasse et al.3 citations
  68. StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization ↗Xuhui Zheng, Kang An, Ziliang Wang et al.3 citations
  69. Summarizing Speech: A Comprehensive Survey ↗Fabian Retkowski, Maike Züfle, Andreas Sudmann et al.3 citations
  70. SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence ↗Yao Zhang, Chenyang Lin, Shijie Tang et al.3 citations
  71. TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering ↗Ruochun Jin, Xiyue Wang, Dong Wang et al.3 citations
  72. Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning ↗Junjie Xing, Yeye He, Mengyu Zhou et al.3 citations
  73. Task-aware Contrastive Mixture of Experts for Quadruple Extraction in Conversations with Code-like Replies and Non-opinion Detection ↗Chenyuan He, Yuxiang Jia, Fei Gao et al.3 citations
  74. Tau-Eval: A Unified Evaluation Framework for Useful and Private Text Anonymization ↗Gabriel Loiseau, Damien Sileo, Damien Riquet et al. · System Demonstrations3 citations
  75. The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models ↗Adrian Cosma, Stefan Ruseti, Emilian Radoi et al.3 citations
  76. Tokenization and Representation Biases in Multilingual Models on Dialectal NLP Tasks ↗Vani Kanjirangat, Tanja Samardzic, Ljiljana Dolamic et al. · 🏆 SAC Highlight Award3 citations
  77. Too Consistent to Detect: A Study of Self-Consistent Errors in LLMs ↗Hexiang Tan, Fei Sun, Sha Liu et al.3 citations
  78. Tool Preferences in Agentic LLMs are Unreliable ↗Kazem Faghih, Wenxiao Wang, Yize Cheng et al.3 citations
  79. TopicAttack: An Indirect Prompt Injection Attack via Topic Transition ↗Yulin Chen, Haoran Li, Yuexin Li et al.3 citations
  80. Towards Faithful Natural Language Explanations: A Study Using Activation Patching in Large Language Models ↗Wei Jie Yeo, Ranjan Satapathy, Erik Cambria3 citations
  81. UniDebugger: Hierarchical Multi-Agent Framework for Unified Software Debugging ↗Cheryl Lee, Chunqiu Steven Xia, Longji Yang et al.3 citations
  82. Unmasking Deceptive Visuals: Benchmarking Multimodal Large Language Models on Misleading Chart Question Answering ↗Zixin Chen, Sicheng Song, KaShun Shum et al.3 citations
  83. User Feedback in Human-LLM Dialogues: A Lens to Understand Users But Noisy as a Learning Signal ↗Yuhan Liu, Michael JQ Zhang, Eunsol Choi3 citations
  84. VEHME: A Vision-Language Model For Evaluating Handwritten Mathematics Expressions ↗Thu Phuong Nguyen, Duc M. Nguyen, Hyotaek Jeon et al.3 citations
  85. VLA-Mark: A cross modal watermark for large vision-language alignment models ↗Shuliang Liu, Zheng Qi, Jesse Jiaxi Xu et al.3 citations
  86. VeriFact: Enhancing Long-Form Factuality Evaluation with Refined Fact Extraction and Reference Facts ↗Xin Liu, Lechen Zhang, Sheza Munir et al.3 citations
  87. Web Intellectual Property at Risk: Preventing Unauthorized Real-Time Retrieval by Large Language Models ↗Yisheng Zhong, Yizhu Wen, Junfeng Guo et al.3 citations
  88. WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning ↗Zhepei Wei, Wenlin Yao, Yao Liu et al.3 citations
  89. What Do Indonesians Really Need from Language Technology? A Nationwide Survey ↗Muhammad Dehan Al Kautsar, Lucky Susanto, Derry Tanti Wijaya et al.3 citations
  90. When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models ↗Cheng Wang, Gelei Deng, Xianglin Yang et al.3 citations
  91. pEBR: A Probabilistic Approach to Embedding Based Retrieval ↗Han Zhang, Yunjiang Jiang, Mingming Li et al. · Industry Track3 citations
  92. 3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark ↗Ivan Sviridov, Amina Miftakhova, Artemiy Tereshchenko et al.2 citations
  93. A Causal Lens for Evaluating Faithfulness Metrics ↗Kerem Zaman, Shashank Srivastava2 citations
  94. A Comprehensive Framework to Operationalize Social Stereotypes for Responsible AI Evaluations ↗Aida Mostafazadeh Davani, Sunipa Dev, Héctor Pérez-Urbina et al.2 citations
  95. A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making ↗Xiao Wu, Ting-Zhu Huang, Liang-Jian Deng et al.2 citations
  96. A Probabilistic Inference Scaling Theory for LLM Self-Correction ↗Zhe Yang, Yichang Zhang, Yudong Wang et al.2 citations
  97. AI Argues Differently: Distinct Argumentative and Linguistic Patterns of LLMs in Persuasive Contexts ↗Esra Dönmez, Maximilian Maurer, Gabriella Lapesa et al.2 citations
  98. AIMMerging: Adaptive Iterative Model Merging Using Training Trajectories for Language Model Continual Learning ↗Yujie Feng, Jian Li, Xiaoyu Dong et al.2 citations
  99. AMAS: Adaptively Determining Communication Topology for LLM-based Multi-agent System ↗Hui Yi Leong, Yuheng Li, Yuqing Wu et al. · Industry Track2 citations
  100. AMQ: Enabling AutoML for Mixed-precision Weight-Only Quantization of Large Language Models ↗Sangjun Lee, Seung-taek Woo, Jun-gyu Jin et al.2 citations

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