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ACL 2025: all accepted papers

1,966 papers · page 1 of 20 · the most cited first · ← ACL 2025

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  1. Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and InferenceBenjamin Warner, Antoine Chaffin, Benjamin Clavié et al. · Long Papers201 citations
  2. F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow MatchingYushen Chen, Zhikang Niu, Ziyang Ma et al. · Long Papers88 citations · our summary
  3. Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse AttentionJingyang Yuan, Huazuo Gao, Damai Dai et al. · Long Papers · 🏆 Best Paper87 citations
  4. Medical Graph RAG: Evidence-based Medical Large Language Model via Graph Retrieval-Augmented GenerationJunde Wu, Jiayuan Zhu, Yunli Qi et al. · Long Papers79 citations
  5. Knowledge Graph Retrieval-Augmented Generation for LLM-based RecommendationShijie Wang, Wenqi Fan, Yue Feng et al. · Long Papers57 citations
  6. MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented GenerationChia-Yuan Chang, Zhimeng Jiang, Vineeth Rakesh et al. · Long Papers39 citations
  7. HalluLens: LLM Hallucination BenchmarkYejin Bang, Ziwei Ji, Alan Schelten et al. · Long Papers38 citations
  8. KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge GraphJinhao Jiang, Kun Zhou, Wayne Xin Zhao et al. · Long Papers36 citations
  9. LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation TasksAnna Bavaresco, Raffaella Bernardi, Leonardo Bertolazzi et al. · Short Papers36 citations
  10. Recent Advances in Speech Language Models: A SurveyWenqian Cui, Dianzhi Yu, Xiaoqi Jiao et al. · Long Papers36 citations
  11. EfficientQAT: Efficient Quantization-Aware Training for Large Language ModelsMengzhao Chen, Wenqi Shao, Peng Xu et al. · Long Papers35 citations · our summary
  12. MultiAgentBench : Evaluating the Collaboration and Competition of LLM agentsKunlun Zhu, Hongyi Du, Zhaochen Hong et al. · Long Papers35 citations
  13. PlanGenLLMs: A Modern Survey of LLM Planning CapabilitiesHui Wei, Zihao Zhang, Shenghua He et al. · Long Papers34 citations
  14. Energy Considerations of Large Language Model Inference and Efficiency OptimizationsJared Fernandez, Clara Na, Vashisth Tiwari et al. · Long Papers31 citations
  15. Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic ToolsJunde Wu, Jiayuan Zhu, Yuyuan Liu et al. · Long Papers30 citations
  16. mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document UnderstandingAnwen Hu, Haiyang Xu, Liang Zhang et al. · Long Papers29 citations
  17. MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding BenchmarkXiang Yue, Tianyu Zheng, Yuansheng Ni et al. · Long Papers26 citations
  18. LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context MultitasksYushi Bai, Shangqing Tu, Jiajie Zhang et al. · Long Papers25 citations
  19. Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language ModelsFei Wang, Xingchen Wan, Ruoxi Sun et al. · Long Papers24 citations
  20. JailbreakRadar: Comprehensive Assessment of Jailbreak Attacks Against LLMsJunjie Chu, Yugeng Liu, Ziqing Yang et al. · Long Papers24 citations
  21. SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented GenerationZijun Yao, Weijian Qi, Liangming Pan et al. · Long Papers23 citations
  22. The Alternative Annotator Test for LLM-as-a-Judge: How to Statistically Justify Replacing Human Annotators with LLMsNitay Calderon, Roi Reichart, Rotem Dror · Long Papers23 citations
  23. Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code RepositoriesAlperen Yildiz, Sin G Teo, Yiling Lou et al. · Long Papers21 citations
  24. Demystifying Small Language Models for Edge DeploymentZhenyan Lu, Xiang Li, Dongqi Cai et al. · Long Papers21 citations
  25. Unveiling Privacy Risks in LLM Agent MemoryBo Wang, Weiyi He, Shenglai Zeng et al. · Long Papers21 citations
  26. Pragmatics in the Era of Large Language Models: A Survey on Datasets, Evaluation, Opportunities and ChallengesBolei Ma, Yuting Li, Wei Zhou et al. · Long Papers20 citations · our summary
  27. People who frequently use ChatGPT for writing tasks are accurate and robust detectors of AI-generated textJenna Russell, Marzena Karpinska, Mohit Iyyer · Long Papers19 citations
  28. PreP-OCR: A Complete Pipeline for Document Image Restoration and Enhanced OCR AccuracyShuhao Guan, Moule Lin, Cheng Xu et al. · Long Papers19 citations
  29. The Task Shield: Enforcing Task Alignment to Defend Against Indirect Prompt Injection in LLM AgentsFeiran Jia, Tong Wu, Xin Qin et al. · Long Papers19 citations
  30. A Survey on Patent Analysis: From NLP to Multimodal AIHomaira Huda Shomee, Zhu Wang, Sathya N. Ravi et al. · Long Papers18 citations
  31. HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge BasesMeng-Chieh Lee, Qi Zhu, Costas Mavromatis et al. · Long Papers18 citations
  32. LegalAgentBench: Evaluating LLM Agents in Legal DomainHaitao Li, Junjie Chen, Jingli Yang et al. · Long Papers18 citations · our summary
  33. PKU-SafeRLHF: Towards Multi-Level Safety Alignment for LLMs with Human PreferenceJiaming Ji, Donghai Hong, Borong Zhang et al. · Long Papers18 citations · our summary
  34. Proxy-Driven Robust Multimodal Sentiment Analysis with Incomplete DataAoqiang Zhu, Min Hu, Xiaohua Wang et al. · Long Papers18 citations
  35. The Hidden Attention of Mamba ModelsAmeen Ali Ali, Itamar Zimerman, Lior Wolf · Long Papers18 citations
  36. UrbanVideo-Bench: Benchmarking Vision-Language Models on Embodied Intelligence with Video Data in Urban SpacesBaining Zhao, Jianjie Fang, Zichao Dai et al. · Long Papers18 citations
  37. Byte Latent Transformer: Patches Scale Better Than TokensArtidoro Pagnoni, Ramakanth Pasunuru, Pedro Rodriguez et al. · Long Papers · 🏆 Outstanding Paper17 citations
  38. FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented GenerationQinggang Zhang, Zhishang Xiang, Yilin Xiao et al. · Long Papers17 citations
  39. From Informal to Formal – Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal ProofsJialun Cao, Yaojie Lu, Meiziniu Li et al. · Long Papers17 citations
  40. Learning to Generate Structured Output with Schema Reinforcement LearningYaxi Lu, Haolun Li, Xin Cong et al. · Long Papers17 citations
  41. RAGEval: Scenario Specific RAG Evaluation Dataset Generation FrameworkKunlun Zhu, Yifan Luo, Dingling Xu et al. · Long Papers17 citations
  42. nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent WorkflowGeliang Ouyang, Jingyao Chen, Zhihe Nie et al. · Long Papers17 citations
  43. DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking ProcessMinjun Zhu, Yixuan Weng, Linyi Yang et al. · Long Papers16 citations
  44. Defense Against Prompt Injection Attack by Leveraging Attack TechniquesYulin Chen, Haoran Li, Zihao Zheng et al. · Long Papers16 citations
  45. HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agent Tasks with Large Language ModelMengkang Hu, Tianxing Chen, Qiguang Chen et al. · Long Papers16 citations
  46. In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue AgentsZhen Tan, Jun Yan, I-Hung Hsu et al. · Long Papers16 citations
  47. WebWalker: Benchmarking LLMs in Web TraversalJialong Wu, Wenbiao Yin, Yong Jiang et al. · Long Papers16 citations · our summary
  48. BIG5-CHAT: Shaping LLM Personalities Through Training on Human-Grounded DataWenkai Li, Jiarui Liu, Andy Liu et al. · Long Papers15 citations
  49. CityNavAgent: Aerial Vision-and-Language Navigation with Hierarchical Semantic Planning and Global MemoryWeichen Zhang, Chen Gao, Shiquan Yu et al. · Long Papers15 citations
  50. IMOL: Incomplete-Modality-Tolerant Learning for Multi-Domain Fake News Video DetectionZhi Zeng, Jiaying Wu, Minnan Luo et al. · Long Papers15 citations
  51. LLM Agents Making Agent ToolsGeorg Wölflein, Dyke Ferber, Daniel Truhn et al. · Long Papers15 citations
  52. LocAgent: Graph-Guided LLM Agents for Code LocalizationZhaoling Chen, Robert Tang, Gangda Deng et al. · Long Papers15 citations
  53. PsyDT: Using LLMs to Construct the Digital Twin of Psychological Counselor with Personalized Counseling Style for Psychological CounselingHaojie Xie, Yirong Chen, Xiaofen Xing et al. · Long Papers15 citations
  54. SafeRAG: Benchmarking Security in Retrieval-Augmented Generation of Large Language ModelXun Liang, Simin Niu, Zhiyu Li et al. · Long Papers15 citations
  55. SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMsYige Xu, Xu Guo, Zhiwei Zeng et al. · Long Papers15 citations
  56. The Impossibility of Fair LLMsJacy Reese Anthis, Kristian Lum, Michael Ekstrand et al. · Long Papers15 citations
  57. BIG-Bench Extra HardMehran Kazemi, Bahare Fatemi, Hritik Bansal et al. · Long Papers14 citations
  58. KazMMLU: Evaluating Language Models on Kazakh, Russian, and Regional Knowledge of KazakhstanMukhammed Togmanov, Nurdaulet Mukhituly, Diana Turmakhan et al. · Long Papers14 citations
  59. MapNav: A Novel Memory Representation via Annotated Semantic Maps for VLM-based Vision-and-Language NavigationLingfeng Zhang, Xiaoshuai Hao, Qinwen Xu et al. · Long Papers14 citations
  60. OpenCoder: The Open Cookbook for Top-Tier Code Large Language ModelsSiming Huang, Tianhao Cheng, Jason Klein Liu et al. · Long Papers14 citations · our summary
  61. AfriMed-QA: A Pan-African, Multi-Specialty, Medical Question-Answering Benchmark DatasetCharles Nimo, Tobi Olatunji, Abraham Toluwase Owodunni et al. · Long Papers · 🏆 Best Social Impact Paper13 citations
  62. Biased LLMs can Influence Political Decision-MakingJillian Fisher, Shangbin Feng, Robert Aron et al. · Long Papers13 citations
  63. Can Indirect Prompt Injection Attacks Be Detected and Removed?Yulin Chen, Haoran Li, Yuan Sui et al. · Long Papers13 citations
  64. GPT-4 as a Homework Tutor Can Improve Student Engagement and Learning OutcomesAlessandro Vanzo, Sankalan Pal Chowdhury, Mrinmaya Sachan · Long Papers13 citations
  65. Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual EvaluationShivalika Singh, Angelika Romanou, Clémentine Fourrier et al. · Long Papers13 citations · our summary
  66. INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based AgentHaohang Li, Yupeng Cao, Yangyang Yu et al. · Long Papers13 citations
  67. Improve Vision Language Model Chain-of-thought ReasoningRuohong Zhang, Bowen Zhang, Yanghao Li et al. · Long Papers13 citations
  68. LLM-Powered Test Case Generation for Detecting Bugs in Plausible ProgramsKaibo Liu, Zhenpeng Chen, Yiyang Liu et al. · Long Papers13 citations
  69. Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent SystemHaoyang Su, Renqi Chen, Shixiang Tang et al. · Long Papers13 citations
  70. MasRouter: Learning to Route LLMs for Multi-Agent SystemsYanwei Yue, Guibin Zhang, Boyang Liu et al. · Long Papers13 citations
  71. MoC: Mixtures of Text Chunking Learners for Retrieval-Augmented Generation SystemJihao Zhao, Zhiyuan Ji, Zhaoxin Fan et al. · Long Papers13 citations
  72. UniConv: Unifying Retrieval and Response Generation for Large Language Models in ConversationsFengran Mo, Yifan Gao, Chuan Meng et al. · Long Papers13 citations
  73. DREsS: Dataset for Rubric-based Essay Scoring on EFL WritingHaneul Yoo, Jieun Han, So-Yeon Ahn et al. · Long Papers12 citations
  74. From Selection to Generation: A Survey of LLM-based Active LearningYu Xia, Subhojyoti Mukherjee, Zhouhang Xie et al. · Long Papers12 citations
  75. G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent SystemsShilong Wang, Guibin Zhang, Miao Yu et al. · Long Papers12 citations
  76. HALoGEN: Fantastic LLM Hallucinations and Where to Find ThemAbhilasha Ravichander, Shrusti Ghela, David Wadden et al. · Long Papers · 🏆 Outstanding Paper12 citations
  77. LLaSE-G1: Incentivizing Generalization Capability for LLaMA-based Speech EnhancementBoyi Kang, Xinfa Zhu, Zihan Zhang et al. · Long Papers12 citations
  78. Pattern Recognition or Medical Knowledge? The Problem with Multiple-Choice Questions in MedicineMaxime Griot, Jean Vanderdonckt, Demet Yuksel et al. · Long Papers12 citations
  79. ProcessBench: Identifying Process Errors in Mathematical ReasoningChujie Zheng, Zhenru Zhang, Beichen Zhang et al. · Long Papers12 citations · our summary
  80. Question Decomposition for Retrieval-Augmented GenerationPaul J. L. Ammann, Jonas Golde, Alan Akbik · Student Research Workshop12 citations
  81. Scalable Vision Language Model Training via High Quality Data CurationHongyuan Dong, Zijian Kang, Weijie Yin et al. · Long Papers12 citations
  82. TC–RAG: Turing–Complete RAG's Case study on Medical LLM SystemsXinke Jiang, Yue Fang, Rihong Qiu et al. · Long Papers12 citations
  83. The AI Gap: How Socioeconomic Status Affects Language Technology InteractionsElisa Bassignana, Amanda Cercas Curry, Dirk Hovy · Long Papers · 🏆 Best Social Impact Paper12 citations
  84. We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?Runqi Qiao, Qiuna Tan, Guanting Dong et al. · Long Papers12 citations
  85. CRUXEVAL-X: A Benchmark for Multilingual Code Reasoning, Understanding and ExecutionRuiyang Xu, Jialun Cao, Yaojie Lu et al. · Long Papers11 citations
  86. Can Community Notes Replace Professional Fact-Checkers?Nadav Borenstein, Greta Warren, Desmond Elliott et al. · Short Papers11 citations
  87. Generate First, Then Sample: Enhancing Fake News Detection with LLM-Augmented Reinforced SamplingZhao Tong, Yimeng Gu, Huidong Liu et al. · Long Papers11 citations
  88. HiddenDetect: Detecting Jailbreak Attacks against Multimodal Large Language Models via Monitoring Hidden StatesYilei Jiang, Xinyan Gao, Tianshuo Peng et al. · Long Papers11 citations
  89. HyKGE: A Hypothesis Knowledge Graph Enhanced RAG Framework for Accurate and Reliable Medical LLMs ResponsesXinke Jiang, Ruizhe Zhang, Yongxin Xu et al. · Long Papers11 citations
  90. ImpliHateVid: A Benchmark Dataset and Two-stage Contrastive Learning Framework for Implicit Hate Speech Detection in VideosMohammad Zia Ur Rehman, Anukriti Bhatnagar, Omkar Kabde et al. · Long Papers11 citations
  91. Improving Medical Large Vision-Language Models with Abnormal-Aware FeedbackYucheng Zhou, Lingran Song, Jianbing Shen · Long Papers11 citations
  92. Knowledge Boundary of Large Language Models: A SurveyMoxin Li, Yong Zhao, Wenxuan Zhang et al. · Long Papers11 citations
  93. LLMs + Persona-Plug = Personalized LLMsJiongnan Liu, Yutao Zhu, Shuting Wang et al. · Long Papers11 citations
  94. LLaMA-Omni 2: LLM-based Real-time Spoken Chatbot with Autoregressive Streaming Speech SynthesisQingkai Fang, Yan Zhou, Shoutao Guo et al. · Long Papers11 citations
  95. LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-SteeringJinhe Bi, Yujun Wang, Haokun Chen et al. · Long Papers11 citations
  96. LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and LocatingChao Deng, Jiale Yuan, Pi Bu et al. · Long Papers11 citations
  97. Neural Topic Modeling with Large Language Models in the LoopXiaohao Yang, He Zhao, Weijie Xu et al. · Long Papers11 citations
  98. OmniFlatten: An End-to-end GPT Model for Seamless Voice ConversationQinglin Zhang, Luyao Cheng, Chong Deng et al. · Long Papers11 citations
  99. Removal of Hallucination on Hallucination: Debate-Augmented RAGWentao Hu, Wengyu Zhang, Yiyang Jiang et al. · Long Papers11 citations
  100. Revisit Self-Debugging with Self-Generated Tests for Code GenerationXiancai Chen, Zhengwei Tao, Kechi Zhang et al. · Long Papers11 citations

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