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EMNLP 2025: all accepted papers

2,086 papers · page 11 of 21 · the most cited first · ← EMNLP 2025

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  1. RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis ↗Jianwei Wang, Chengming Shi, Junyao Yang et al.1 citation
  2. RiTTA: Modeling Event Relations in Text-to-Audio Generation ↗Yuhang He, Yash Jain, Xubo Liu et al.1 citation
  3. Router-Tuning: A Simple and Effective Approach for Dynamic Depth ↗Shwai He, Tao Ge, Guoheng Sun et al.1 citation
  4. RuCCoD: Towards Automated ICD Coding in Russian ↗Alexandr Nesterov, Andrey Sakhovskiy, Ivan Sviridov et al.1 citation
  5. SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection ↗Maithili Joshi, Palash Nandi, Tanmoy Chakraborty1 citation
  6. SAFE: Schema-Driven Approximate Distance Join for Efficient Knowledge Graph Querying ↗Sangoh Lee, Sungho Park, Wook-Shin Han1 citation
  7. SAND: Boosting LLM Agents with Self-Taught Action Deliberation ↗Yu Xia, Yiran Jenny Shen, Junda Wu et al.1 citation
  8. SERVAL: Surprisingly Effective Zero-Shot Visual Document Retrieval Powered by Large Vision and Language Models ↗Thong Nguyen, Yibin Lei, Jia-Huei Ju et al.1 citation
  9. SHARP: Steering Hallucination in LVLMs via Representation Engineering ↗Junfei Wu, Yue Ding, Guofan Liu et al.1 citation
  10. SNaRe: Domain-aware Data Generation for Low-Resource Event Detection ↗Tanmay Parekh, Yuxuan Dong, Lucas Bandarkar et al.1 citation
  11. SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks ↗Ritam Dutt, Carolyn Rose, Maarten Sap1 citation
  12. SPARK: Simulating the Co-evolution of Stance and Topic Dynamics in Online Discourse with LLM-based Agents ↗Bowen Zhang, Yi Yang, Fuqiang Niu et al.1 citation
  13. SPECS: Specificity-Enhanced CLIP-Score for Long Image Caption Evaluation ↗Xiaofu Chen, Israfel Salazar, Yova Kementchedjhieva1 citation
  14. SQLWOZ: A Realistic Task-Oriented Dialogue Dataset with SQL-Based Dialogue State Representation for Complex User Requirements ↗Heng-Da Xu, Xian-Ling Mao, Fanshu Sun et al.1 citation
  15. SQUAB: Evaluating LLM robustness to Ambiguous and Unanswerable Questions in Semantic Parsing ↗Simone Papicchio, Luca Cagliero, Paolo Papotti1 citation
  16. SRS-Stories: Vocabulary-constrained multilingual story generation for language learning ↗Wiktor Kamzela, Mateusz Lango, Ondrej Dusek · Industry Track1 citation
  17. SSA-COMET: Do LLMs Outperform Learned Metrics in Evaluating MT for Under-Resourced African Languages?Senyu Li, Jiayi Wang, Felermino D. M. A. Ali et al.1 citation · our summary
  18. SSA: Semantic Contamination of LLM-Driven Fake News Detection ↗Cheng Xu, Nan Yan, Shuhao Guan et al.1 citation
  19. STRICT: Stress-Test of Rendering Image Containing Text ↗Tianyu Zhang, Xinyu Wang, Lu Li et al.1 citation
  20. SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models ↗Yuxin Gou, Xiaoning Dong, Qin Li et al.1 citation
  21. Same Question, Different Words: A Latent Adversarial Framework for Prompt Robustness ↗Tingchen Fu, Fazl Barez1 citation
  22. Seeing Culture: A Benchmark for Visual Reasoning and Grounding ↗Burak Satar, Zhixin Ma, Patrick Amadeus Irawan et al.1 citation
  23. Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models ↗Shuodi Liu, Yingzhuo Liu, Zi Wang et al.1 citation
  24. SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts ↗Marc Felix Brinner, Sina Zarrieß1 citation
  25. Semantic Inversion, Identical Replies: Revisiting Negation Blindness in Large Language Models ↗Jinsung Kim, Seonmin Koo, Heuiseok Lim1 citation
  26. Shared Path: Unraveling Memorization in Multilingual LLMs through Language Similarities ↗Xiaoyu Luo, Yiyi Chen, Johannes Bjerva et al.1 citation
  27. SimVBG: Simulating Individual Values by Backstory Generation ↗Bangde Du, Ziyi Ye, Zhijing Wu et al.1 citation
  28. SimulatorArena: Are User Simulators Reliable Proxies for Multi-Turn Evaluation of AI Assistants? ↗Yao Dou, Michel Galley, Baolin Peng et al.1 citation
  29. Skeletons Matter: Dynamic Data Augmentation for Text-to-Query ↗Yuchen Ji, Bo Xu, Jie Shi et al.1 citation
  30. Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency ↗Colin Hong, Xu Guo, Anand Chaanan Singh et al.1 citation
  31. Social Genome: Grounded Social Reasoning Abilities of Multimodal Models ↗Leena Mathur, Marian Qian, Paul Pu Liang et al.1 citation
  32. Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions ↗David Acuna, Ximing Lu, Jaehun Jung et al.1 citation
  33. SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models ↗Xingjian Diao, Chunhui Zhang, Keyi Kong et al.1 citation
  34. Speculating LLMs' Chinese Training Data Pollution from Their Tokens ↗Qingjie Zhang, Di Wang, Haoting Qian et al.1 citation
  35. Spoken Conversational Agents with Large Language Models ↗Huck Yang, Andreas Stolcke, Larry P. Heck · Tutorial Abstracts1 citation
  36. Spontaneous Giving and Calculated Greed in Language Models ↗Yuxuan Li, Hirokazu Shirado1 citation
  37. SportReason: Evaluating Retrieval-Augmented Reasoning across Tables and Text for Sports Question Answering ↗Kaiyue Feng, Siyue Zhang, Bingsen Chen et al.1 citation
  38. Stand on The Shoulders of Giants: Building JailExpert from Previous Attack Experience ↗Xi Wang, Songlei Jian, Shasha Li et al.1 citation
  39. Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning ↗Lang Cao, Yingtian Zou, Chao Peng et al.1 citation
  40. Structural Reward Model: Enhancing Interpretability, Efficiency, and Scalability in Reward Modeling ↗Xiaoyu Liu, Di Liang, Hongyu Shan et al. · Industry Track1 citation
  41. Structured Preference Optimization for Vision-Language Long-Horizon Task Planning ↗Xiwen Liang, Min Lin, Weiqi Ruan et al.1 citation
  42. Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency ↗Ehsan Doostmohammadi, Marco Kuhlmann1 citation
  43. Supervised Attention Mechanism for Low-quality Multimodal Data ↗Sijie Mai, Shiqin Han, Haifeng Hu1 citation
  44. SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation ↗Aurick Qiao, Zhewei Yao, Samyam Rajbhandari et al.1 citation
  45. SynthTextEval: Synthetic Text Data Generation and Evaluation for High-Stakes Domains ↗Krithika Ramesh, Daniel Smolyak, Zihao Zhao et al. · System Demonstrations1 citation
  46. Synthetic Data for Evaluation: Supporting LLM-as-a-Judge Workflows with EvalAssist ↗Martín Santillán Cooper, Zahra Ashktorab, Hyo Jin Do et al. · System Demonstrations1 citation
  47. T$^2$: An Adaptive Test-Time Scaling Strategy for Contextual Question Answering ↗Zhengyi Zhao, Shubo Zhang, Zezhong Wang et al.1 citation
  48. T-MAD: Target-driven Multimodal Alignment for Stance Detection ↗ZhaoDan Zhang, Jin Zhang, Xueqi Cheng et al.1 citation
  49. TSVer: A Benchmark for Fact Verification Against Time-Series Evidence ↗Marek Strong, Andreas Vlachos1 citation
  50. TactfulToM: Do LLMs have the Theory of Mind ability to understand White Lies? ↗Yiwei Liu, Emma Jane Pretty, Jiahao Huang et al.1 citation
  51. Taking Notes Brings Focus? Towards Multi-Turn Multimodal Dialogue Learning ↗Jiazheng Liu, Sipeng Zheng, Börje F. Karlsson et al.1 citation
  52. Task-Aware Resolution Optimization for Visual Large Language Models ↗Weiqing Luo, Zhen Tan, Yifan Li et al.1 citation
  53. TaxoAlign: Scholarly Taxonomy Generation Using Language Models ↗Avishek Lahiri, Yufang Hou, Debarshi Kumar Sanyal1 citation
  54. TelAgentBench: A Multi-faceted Benchmark for Evaluating LLM-based Agents in Telecommunications ↗Sunwoo Lee, Daseong Jang, Dhammiko Arya et al. · Industry Track1 citation
  55. TempParaphraser: “Heating Up” Text to Evade AI-Text Detection through Paraphrasing ↗Junjie Huang, Ruiquan Zhang, Jinsong Su et al.1 citation
  56. Temporal Scaling Law for Large Language Models ↗Yizhe Xiong, Xiansheng Chen, Xin Ye et al.1 citation
  57. Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text ↗Mizanur Rahman, Md Tahmid Rahman Laskar, Shafiq Joty et al.1 citation
  58. Textual Aesthetics in Large Language Models ↗Lingjie Jiang, Shaohan Huang, Xun Wu et al.1 citation
  59. The Dangers of Indirect Prompt Injection Attacks on LLM-based Autonomous Web Navigation Agents: A Demonstration ↗Sam Johnson, Viet Pham, Thai Le · System Demonstrations1 citation
  60. The Emperor's New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT ↗Linyao Yang, Jian-Tao Huang, Yafei Lu et al.1 citation
  61. The Good, the Bad and the Constructive: Automatically Measuring Peer Review's Utility for Authors ↗Abdelrahman Sadallah, Tim Baumgärtner, Iryna Gurevych et al.1 citation
  62. The Good, the Bad, and the Debatable: A Survey on the Impacts of Data for In-Context Learning ↗Stephanie Schoch, Yangfeng Ji1 citation
  63. The Impact of Language Mixing on Bilingual LLM Reasoning ↗Yihao Li, Jiayi Xin, Miranda Muqing Miao et al.1 citation
  64. The Impact of Negated Text on Hallucination with Large Language Models ↗Jaehyung Seo, Hyeonseok Moon, Heuiseok Lim1 citation
  65. The LLM Already Knows: Estimating LLM-Perceived Question Difficulty via Hidden Representations ↗Yubo Zhu, Dongrui Liu, Zecheng Lin et al.1 citation
  66. The Psychology of Falsehood: A Human-Centric Survey of Misinformation Detection ↗Arghodeep Nandi, Megha Sundriyal, Euna Mehnaz Khan et al.1 citation
  67. The Pursuit of Empathy: Evaluating Small Language Models for PTSD Dialogue Support ↗Suhas Bn, Yash Mahajan, Dominik O. Mattioli et al.1 citation
  68. The Staircase of Ethics: Probing LLM Value Priorities through Multi-Step Induction to Complex Moral Dilemmas ↗Ya Wu, Qiang Sheng, Danding Wang et al.1 citation
  69. The Validation Gap: A Mechanistic Analysis of How Language Models Compute Arithmetic but Fail to Validate It ↗Leonardo Bertolazzi, Philipp Mondorf, Barbara Plank et al.1 citation
  70. The iRead4Skills Intelligent Complexity Analyzer ↗Wafa Aissa, Raquel Amaro, David Antunes et al. · System Demonstrations1 citation
  71. Think and Recall: Layer-Level Prompting for Lifelong Model Editing ↗Jinke Wang, Zenan Ying, Qi Liu et al.1 citation
  72. Thinking Out Loud: Do Reasoning Models Know When They're Right? ↗Qingcheng Zeng, Weihao Xuan, Leyang Cui et al.1 citation
  73. Thinking with DistilQwen: A Tale of Four Distilled Reasoning and Reward Model Series ↗Wenrui Cai, Chengyu Wang, Junbing Yan et al. · Industry Track1 citation
  74. Through the Valley: Path to Effective Long CoT Training for Small Language Models ↗Renjie Luo, Jiaxi Li, Chen Huang et al.1 citation
  75. Tiny Budgets, Big Gains: Parameter Placement Strategy in Parameter Super-Efficient Fine-Tuning ↗Jinman Zhao, Xueyan Zhang, Jiaru Li et al.1 citation
  76. ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models ↗Jiani Guo, Zuchao Li, Jie Wu et al.1 citation
  77. Token-level Proximal Policy Optimization for Query Generation ↗Yichen Ouyang, Lu Wang, Fangkai Yang et al.1 citation
  78. TombRaider: Entering the Vault of History to Jailbreak Large Language Models ↗Junchen Ding, Jiahao Zhang, Yi Liu et al.1 citation
  79. Too Helpful, Too Harmless, Too Honest or Just Right? ↗Gautam Siddharth Kashyap, Mark Dras, Usman Naseem1 citation
  80. ToolSafety: A Comprehensive Dataset for Enhancing Safety in LLM-Based Agent Tool Invocations ↗Yuejin Xie, Youliang Yuan, Wenxuan Wang et al.1 citation
  81. Topic Coverage-based Demonstration Retrieval for In-Context Learning ↗Wonbin Kweon, SeongKu Kang, Runchu Tian et al.1 citation
  82. Toward Machine Interpreting: Lessons from Human Interpreting Studies ↗Matthias Sperber, Maureen de Seyssel, Jiajun Bao et al.1 citation
  83. Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving ↗Chuxue Cao, Mengze Li, Juntao Dai et al.1 citation
  84. Towards General-Domain Word Sense Disambiguation: Distilling Large Language Model into Compact Disambiguator ↗Liqiang Ming, Sheng-hua Zhong, Yuncong Li1 citation
  85. Towards Statistical Factuality Guarantee for Large Vision-Language Models ↗Zhuohang Li, Chao Yan, Nicholas J Jackson et al.1 citation
  86. TrInk: Ink Generation with Transformer Network ↗Zezhong Jin, Shubhang Desai, Xu Chen et al.1 citation
  87. Tracing L1 Interference in English Learner Writing: A Longitudinal Corpus with Error Annotations ↗Poorvi Acharya, J. Elizabeth Liebl, Dhiman Goswami et al.1 citation
  88. Train One Sparse Autoencoder Across Multiple Sparsity Budgets to Preserve Interpretability and Accuracy ↗Nikita Balagansky, Yaroslav Aksenov, Daniil Laptev et al.1 citation
  89. Training compute-optimal transformer encoder models ↗Megi Dervishi, Alexandre Allauzen, Gabriel Synnaeve et al.1 citation
  90. Transferable Direct Prompt Injection via Activation-Guided MCMC Sampling ↗Minghui Li, Hao Zhang, Yechao Zhang et al.1 citation
  91. Transitive self-consistency evaluation of NLI models without gold labels ↗Wei Wu, Mark Last1 citation
  92. Translationese-index: Using Likelihood Ratios for Graded and Generalizable Measurement of Translationese ↗Yikang Liu, Wanyang Zhang, Yiming Wang et al.1 citation
  93. Transparent and Coherent Procedural Mistake Detection ↗Shane Storks, Itamar Bar-Yossef, Yayuan Li et al.1 citation
  94. Tree-of-Quote Prompting Improves Factuality and Attribution in Multi-Hop and Medical Reasoning ↗Justin Xu, Yiming Li, Zizheng Zhang et al.1 citation
  95. UI-Hawk: Unleashing the Screen Stream Understanding for Mobile GUI Agents ↗Jiwen Zhang, Ya-Qi Yu, Minghui Liao et al.1 citation
  96. UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models ↗Roman Vashurin, Maiya Goloburda, Preslav Nakov et al.1 citation
  97. UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation ↗Ruihan Yang, Caiqi Zhang, Zhisong Zhang et al.1 citation
  98. UltraIF: Advancing Instruction Following from the Wild ↗Kaikai An, Li Sheng, Ganqu Cui et al.1 citation
  99. Uncovering the Bigger Picture: Comprehensive Event Understanding Via Diverse News Retrieval ↗Yixuan Tang, Yuanyuan Shi, Yiqun Sun et al.1 citation
  100. Understanding LLMs' Cross-Lingual Context Retrieval: How Good It Is And Where It Comes From ↗Changjiang Gao, Hankun Lin, Xin Huang et al.1 citation

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