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EMNLP 2025: all accepted papers

2,086 papers · page 18 of 21 · the most cited first · ← EMNLP 2025

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  1. More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning ↗Yike Zhao, Simin Guo, Ziqing Yang et al. · Industry Track
  2. Morpheme Induction for Emergent Language ↗Brendon Boldt, David R. Mortensen
  3. MuCAL: Contrastive Alignment for Preference-Driven KG-to-Text Generation ↗Yifei Song, Claire Gardent
  4. MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning ↗Wenshuo Zhao, Haoxing Zhai, Xinyu Qiu et al.
  5. Multi-LMentry: Can Multilingual LLMs Solve Elementary Tasks Across Languages? ↗Luca Moroni, Javier Aula-Blasco, Simone Conia et al.
  6. Multi-Value-Product Retrieval-Augmented Generation for Industrial Product Attribute Value Identification ↗Huike Zou, Haiyang Yang, Yindu Su et al. · Industry Track
  7. Multi-perspective Analysis of Large Language Model Domain Specialization: An Experiment in Accounting Audit Procedures Generation ↗Yusuke Noro
  8. Multi-view-guided Passage Reranking with Large Language Models ↗Jeongwoo Na, Jun Kwon, Eunseong Choi et al.
  9. MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions ↗Yeliang Xiu, Yongmei Liu
  10. Multilingual Dialogue Generation and Localization with Dialogue Act Scripting ↗Justin Vasselli, Eunike Andriani Kardinata, Yusuke Sakai et al.
  11. Multilingual Federated Low-Rank Adaptation for Collaborative Content Anomaly Detection across Multilingual Social Media Participants ↗Jiaxin Li, Geng Zhao, Xiaoci Zhang
  12. Multilinguality Does not Make Sense: Investigating Factors Behind Zero-Shot Cross-Lingual Transfer in Sense-Aware Tasks ↗Roksana Goworek, Haim Dubossarsky
  13. Multimedia Event Extraction with LLM Knowledge Editing ↗Jiaao Yu, Yijing Lin, Zhipeng Gao et al.
  14. MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion ↗Xin Song, Liu Haiyan, Haiyang Wang et al.
  15. MuseScorer: Idea Originality Scoring At Scale ↗Ali Sarosh Bangash, Krish Veera, Ishfat Abrar Islam et al.
  16. MythTriage: Scalable Detection of Opioid Use Disorder Myths on a Video-Sharing Platform ↗Hayoung Jung, Shravika Mittal, Ananya Aatreya et al.
  17. NILE: Internal Consistency Alignment in Large Language Models ↗Minda Hu, Qiyuan Zhang, Yufei Wang et al.
  18. NL2Lean: Translating Natural Language into Lean 4 through Multi-Aspect Reinforcement Learning ↗Yue Fang, Shaohan Huang, Xin Yu et al.
  19. NLP+Code: Code Intelligence in Language Models ↗Terry Yue Zhuo, Qian Liu, Zijian Wang et al. · Tutorial Abstracts
  20. NOVA-63: Native Omni-lingual Versatile Assessments of 63 Disciplines ↗Jinyang Zhang, Kexin Yang, Yu Wan et al.
  21. NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning ↗Wei Liu, Siya Qi, Xinyu Wang et al.
  22. NUTMEG: Separating Signal From Noise in Annotator Disagreement ↗Jonathan Ivey, Susan Gauch, David Jurgens
  23. Neuro-Symbolic Natural Language Processing ↗André Freitas, Marco Valentino, Danilo Silva de Carvalho · Tutorial Abstracts
  24. NeuroAda: Activating Each Neuron's Potential for Parameter-Efficient Fine-Tuning ↗Zhi Zhang, Yixian Shen, Congfeng Cao et al.
  25. Neuron-Level Differentiation of Memorization and Generalization in Large Language Models ↗Ko-Wei Huang, Yi-Fu Fu, Ching-Yu Tsai et al.
  26. No Need for Explanations: LLMs can implicitly learn from mistakes in-context ↗Lisa Alazraki, Maximilian Mozes, Jon Ander Campos et al.
  27. Non-Existent Relationship: Fact-Aware Multi-Level Machine-Generated Text Detection ↗Yang Wu, Ruijia Wang, Jie Wu
  28. NormXLogit: The Head-on-Top Never Lies ↗Sina Abbasi, Mohammad Reza Modarres, Mohammad Taher Pilehvar
  29. Not-Just-Scaling Laws: Towards a Better Understanding of the Downstream Impact of Language Model Design Decisions ↗Emmy Liu, Amanda Bertsch, Lintang Sutawika et al.
  30. Nullspace Disentanglement for Red Teaming Language Models ↗Yi Han, Yuanxing Liu, Weinan Zhang et al.
  31. OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent ↗Bowen Chen, Zhao Wang, Shingo Takamatsu
  32. ORPP: Self-Optimizing Role-playing Prompts to Enhance Language Model Capabilities ↗Yifan Duan, Yihong Tang, Kehai Chen et al.
  33. On Assigning Product and Software Codes to Customer Service Requests with Large Language Models ↗Sujatha Das Gollapalli, Mouad Hakam, Mingzhe Du et al. · Industry Track
  34. On LLM-Based Scientific Inductive Reasoning Beyond Equations ↗Brian S. Lin, Jiaxin Yuan, Zihan Zhou et al.
  35. On Pruning State-Space LLMs ↗Tamer Ghattas, Michael Hassid, Roy Schwartz
  36. On Relation-Specific Neurons in Large Language Models ↗Yihong Liu, Runsheng Chen, Lea Hirlimann et al.
  37. On the Role of Model Prior in Real-World Inductive Reasoning ↗Zhuo Liu, Ding Yu, Hangfeng He
  38. On the Same Wavelength? Evaluating Pragmatic Reasoning in Language Models across Broad Concepts ↗Linlu Qiu, Cedegao E. Zhang, Joshua B. Tenenbaum et al.
  39. One Planner To Guide Them All ! Learning Adaptive Conversational Planners for Goal-oriented Dialogues ↗Huy Quang Dao, Lizi Liao
  40. Open Political Corpora: Structuring, Searching, and Analyzing Political Text Collections with PoliCorp ↗Nina Smirnova, Muhammad Ahsan Shahid, Philipp Mayr · System Demonstrations
  41. Open-Theatre: An Open-Source Toolkit for LLM-based Interactive Drama ↗Tianyang Xu, Hongqiu Wu, Weiqi Wu et al. · System Demonstrations
  42. OpenS2S: Advancing Fully Open-Source End-to-End Empathetic Large Speech Language Model ↗Chen Wang, Tianyu Peng, Wen Yang et al. · System Demonstrations
  43. Orchestrating Audio: Multi-Agent Framework for Long-Video Audio Synthesis ↗Yehang Zhang, Xinli Xu, Xiaojie Xu et al.
  44. Order Doesn't Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation ↗Qianxi He, Qianyu He, Jiaqing Liang et al.
  45. P-MMEval: A Parallel Multilingual Multitask Benchmark for Consistent Evaluation of LLMs ↗Yidan Zhang, Yu Wan, Boyi Deng et al.
  46. PACHAT: Persona-Aware Speech Assistant for Multi-party Dialogue ↗Dongjie Fu, Xize Cheng, Linjun Li et al.
  47. PAFT: Prompt-Agnostic Fine-Tuning ↗Chenxing Wei, Mingwen Ou, Ying He et al. · 🏆 SAC Highlight Award
  48. PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications ↗Hitesh Laxmichand Patel, Amit Agarwal, Srikant Panda et al. · Industry Track
  49. PERSEVAL: A Framework for Perspectivist Classification Evaluation ↗Soda Marem Lo, Silvia Casola, Erhan Sezerer et al.
  50. POSITION BIAS MITIGATES POSITION BIAS: Mitigate Position Bias Through Inter-Position Knowledge Distillation ↗Yifei Wang, Feng Xiong, Yong Wang et al.
  51. PRISM: Efficient Long-Range Reasoning With Short-Context LLMs ↗Dulhan Jayalath, James Bradley Wendt, Nicholas Monath et al.
  52. PSET: a Phonetics-Semantics Evaluation Testbed ↗Gianluca Sperduti, Dong Nguyen · 🏆 SAC Highlight Award
  53. Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation ↗Yen-Ju Lu, Thomas Thebaud, Laureano Moro-Velazquez et al.
  54. PakBBQ: A Culturally Adapted Bias Benchmark for QA ↗Abdullah Hashmat, Muhammad Arham Mirza, Agha Ali Raza
  55. PanicToCalm: A Proactive Counseling Agent for Panic Attacks ↗Jihyun Lee, Yejin Min, San Kim et al.
  56. Parallel Continuous Chain-of-Thought with Jacobi Iteration ↗Haoyi Wu, Zhihao Teng, Kewei Tu
  57. Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning ↗Senjie Jin, Lu Chen, Zhiheng Xi et al.
  58. Paths Not Taken: Understanding and Mending the Multilingual Factual Recall Pipeline ↗Meng Lu, Ruochen Zhang, Carsten Eickhoff et al.
  59. PathwiseRAG: Multi-Dimensional Exploration and Integration Framework ↗Hengrui Zhang, Pin-Siang Huang, Zhen Zhang et al.
  60. Personality Matters: User Traits Predict LLM Preferences in Multi-Turn Collaborative Tasks ↗Sarfaroz Yunusov, Kaige Chen, Kazi Nishat Anwar et al.
  61. Personalization up to a Point: Why Personalized Content Moderation Needs Boundaries, and How We Can Enforce Them ↗Emanuele Moscato, Tiancheng Hu, Matthias Orlikowski et al.
  62. Personalized LLM Decoding via Contrasting Personal Preference ↗Hyungjune Bu, ChanJoo Jung, Minjae Kang et al.
  63. Persuasion Dynamics in LLMs: Investigating Robustness and Adaptability in Knowledge and Safety with DuET-PD ↗Bryan Chen Zhengyu Tan, Daniel Wai Kit Chin, Zhengyuan Liu et al.
  64. Phi: Preference Hijacking in Multi-modal Large Language Models at Inference Time ↗Yifan Lan, Yuanpu Cao, Weitong Zhang et al.
  65. PhonoThink: Improving Large Language Models' Reasoning on Chinese Phonological Ambiguities ↗Jianfei Ma, Zhaoxin Feng, Emmanuele Chersoni et al.
  66. Pico: A Modular Framework for Hypothesis-Driven Small Language Model Research ↗Richard Diehl Martinez, David Demitri Africa, Yuval Weiss et al. · System Demonstrations
  67. Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis ↗Haoming Huang, Yibo Yan, Jiahao Huo et al.
  68. Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts ↗Michal Golovanevsky, William Rudman, Michael A. Lepori et al.
  69. Planning-Aware Code Infilling via Horizon-Length Prediction ↗Yifeng Ding, Hantian Ding, Shiqi Wang et al.
  70. PledgeTracker: A System for Monitoring the Fulfilment of Pledges ↗Yulong Chen, Michael Sejr Schlichtkrull, Zhenyun Deng et al. · System Demonstrations
  71. PoSum-Bench: Benchmarking Position Bias in LLM-based Conversational Summarization ↗Xu Sun, Lionel Delphin-Poulat, Christèle Tarnec et al.
  72. PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech ↗Michel Wong, Ali Alshehri, Sophia Kao et al. · Industry Track
  73. Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs ↗Ayush Gupta, Ramneet Kaur, Anirban Roy et al.
  74. PoseStitch-SLT: Linguistically Inspired Pose-Stitching for End-to-End Sign Language Translation ↗Abhinav Joshi, Vaibhav Sharma, Sanjeet Singh et al.
  75. Power doesn't reside in size: A Low Parameter Hybrid Language Model (HLM) for Sentiment Analysis in Code-mixed data ↗Pavan Sai Balaga, Nagasamudram Karthik, Challa Vishwanath et al.
  76. Pre-training CLIP against Data Poisoning with Optimal Transport-based Matching and Alignment ↗Tong Zhang, Kuofeng Gao, Jiawang Bai et al.
  77. Predicate-Guided Generation for Mathematical Reasoning ↗Jiajun Chen, Yik-Cheung Tam
  78. Predicting Cross-lingual Trends in Microblogs ↗Satoshi Akasaki · Industry Track
  79. Predicting Prosodic Boundaries for Children's Texts ↗Mansi Dhamne, Sneha Raman, Preeti Rao
  80. PricingLogic: Evaluating LLMs Reasoning on Complex Tourism Pricing Tasks ↗Yunuo Liu, Dawei Zhu, Zena Al-Khalili et al.
  81. PrimeX: A Dataset of Worldview, Opinion, and Explanation ↗Rik Koncel-Kedziorski, Brihi Joshi, Tim Paek
  82. Prior Prompt Engineering for Reinforcement Fine-Tuning ↗Pittawat Taveekitworachai, Potsawee Manakul, Sarana Nutanong et al.
  83. Priority on High-Quality: Selecting Instruction Data via Consistency Verification of Noise Injection ↗Hong Zhang, Feng Zhao, Ruilin Zhao et al.
  84. PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning ↗Mohammad Kachuee, Teja Gollapudi, Minseok Kim et al. · Industry Track
  85. ProCut: LLM Prompt Compression via Attribution Estimation ↗Zhentao Xu, Fengyi Li, Albert C. Chen et al. · Industry Track
  86. ProLongVid: A Simple but Strong Baseline for Long-context Video Instruction Tuning ↗Rui Wang, Bohao Li, Xiyang Dai et al.
  87. Probability Distribution Collapse: A Critical Bottleneck to Compact Unsupervised Neural Grammar Induction ↗Jinwook Park, Kangil Kim
  88. Probing LLM World Models: Enhancing Guesstimation with Wisdom of Crowds Decoding ↗Yun-Shiuan Chuang, Sameer Narendran, Nikunj Harlalka et al.
  89. Probing Logical Reasoning of MLLMs in Scientific Diagrams ↗Yufei Wang, Adriana Kovashka
  90. Probing Narrative Morals: A New Character-Focused MFT Framework for Use with Large Language Models ↗Luca Mitran, Sophie Wu, Andrew Piper
  91. Probing and Boosting Large Language Models Capabilities via Attention Heads ↗Dezhi Zhao, Xin Liu, Xiaocheng Feng et al.
  92. ProcWorld: Benchmarking Large Model Planning in Reachability-Constrained Environments ↗Dong Wang, Xinghang Li, Zhengshen Zhang et al.
  93. Procedural Environment Generation for Tool-Use Agents ↗Michael Sullivan, Mareike Hartmann, Alexander Koller
  94. Profiler: Black-box AI-generated Text Origin Detection via Context-aware Inference Pattern Analysis ↗Hanxi Guo, Siyuan Cheng, Xiaolong Jin et al.
  95. PromptSuite: A Task-Agnostic Framework for Multi-Prompt Generation ↗Eliya Habba, Noam Dahan, Gili Lior et al. · System Demonstrations
  96. PruneCD: Contrasting Pruned Self Model to Improve Decoding Factuality ↗Byeongho Yu, Changhun Lee, Jun-gyu Jin et al.
  97. PunMemeCN: A Benchmark to Explore Vision-Language Models' Understanding of Chinese Pun Memes ↗Zhijun Xu, Siyu Yuan, Yiqiao Zhang et al.
  98. Puzzled by Puzzles: When Vision-Language Models Can't Take a Hint ↗Heekyung Lee, Jiaxin Ge, Tsung-Han Wu et al.
  99. QFrCoLA: a Quebec-French Corpus of Linguistic Acceptability Judgments ↗David Beauchemin, Richard Khoury
  100. QG-CoC: Question-Guided Chain-of-Captions for Large Multimodal Models ↗Kuei-Chun Kao, Hsu Tzu-Yin, Yunqi Hong et al.

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