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ACL 2025: all accepted papers

1,966 papers · page 2 of 20 · the most cited first · ← ACL 2025

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  1. Understanding Silent Data Corruption in LLM Training ↗Jeffrey Jian Ma, Hengzhi Pei, Leonard Lausen et al. · Long Papers11 citations
  2. VISA: Retrieval Augmented Generation with Visual Source Attribution ↗Xueguang Ma, Shengyao Zhuang, Bevan Koopman et al. · Long Papers11 citations
  3. A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment ↗Jean-Philippe Corbeil, Amin Dada, Jean-Michel Attendu et al. · Long Papers10 citations
  4. AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration ↗Zhexuan Wang, Yutong Wang, Xuebo Liu et al. · Long Papers10 citations
  5. Are We in the AI-Generated Text World Already? Quantifying and Monitoring AIGT on Social Media ↗Zhen Sun, Zongmin Zhang, Xinyue Shen et al. · Long Papers10 citations
  6. Asclepius: A Spectrum Evaluation Benchmark for Medical Multi-Modal Large Language Models ↗Jie Liu, Wenxuan Wang, Su Yihang et al. · Long Papers10 citations
  7. Autoregressive Speech Synthesis without Vector Quantization ↗Lingwei Meng, Long Zhou, Shujie Liu et al. · Long Papers10 citations
  8. Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference ↗Thanh Le-Cong, Bach Le, Toby Murray · Long Papers10 citations
  9. CodeDPO: Aligning Code Models with Self Generated and Verified Source Code ↗Kechi Zhang, Ge Li, Yihong Dong et al. · Long Papers10 citations
  10. Dehumanizing Machines: Mitigating Anthropomorphic Behaviors in Text Generation Systems ↗Myra Cheng, Su Lin Blodgett, Alicia DeVrio et al. · Long Papers10 citations
  11. Diversity-oriented Data Augmentation with Large Language Models ↗Zaitian Wang, Jinghan Zhang, Xinhao Zhang et al. · Long Papers10 citations
  12. Do Large Language Models have an English Accent? Evaluating and Improving the Naturalness of Multilingual LLMs ↗Yanzhu Guo, Simone Conia, Zelin Zhou et al. · Long Papers10 citations
  13. DocAgent: A Multi-Agent System for Automated Code Documentation Generation ↗Dayu Yang, Antoine Simoulin, Xin Qian et al. · System Demonstrations10 citations
  14. ECERC: Evidence-Cause Attention Network for Multi-Modal Emotion Recognition in Conversation ↗Tao Zhang, Zhenhua Tan · Long Papers10 citations
  15. FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Large Language Models ↗Raghav Singhal, Kaustubh Ponkshe, Praneeth Vepakomma · Long Papers10 citations
  16. FinMME: Benchmark Dataset for Financial Multi-Modal Reasoning Evaluation ↗Junyu Luo, Zhizhuo Kou, Liming Yang et al. · Long Papers10 citations
  17. Improving Automatic Evaluation of Large Language Models (LLMs) in Biomedical Relation Extraction via LLMs-as-the-Judge ↗Md Tahmid Rahman Laskar, Israt Jahan, Elham Dolatabadi et al. · Long Papers10 citations
  18. Jailbreak Large Vision-Language Models Through Multi-Modal Linkage ↗Yu Wang, Xiaofei Zhou, Yichen Wang et al. · Long Papers10 citations
  19. Language Model Fine-Tuning on Scaled Survey Data for Predicting Distributions of Public Opinions ↗Joseph Suh, Erfan Jahanparast, Suhong Moon et al. · Long Papers10 citations
  20. Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ↗Liang Wen, Yunke Cai, Fenrui Xiao et al. · Industry Track10 citations
  21. MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark ↗Qihao Zhao, Yangyu Huang, Tengchao Lv et al. · Long Papers10 citations
  22. MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection ↗Yibo Yan, Shen Wang, Jiahao Huo et al. · Industry Track10 citations
  23. MegaPairs: Massive Data Synthesis for Universal Multimodal Retrieval ↗Junjie Zhou, Yongping Xiong, Zheng Liu et al. · Long Papers10 citations
  24. SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction ↗Shester Gueuwou, Xiaodan Du, Greg Shakhnarovich et al. · Long Papers10 citations
  25. SongComposer: A Large Language Model for Lyric and Melody Generation in Song Composition ↗Shuangrui Ding, Zihan Liu, Xiaoyi Dong et al. · Long Papers10 citations
  26. Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs ↗Xiang Zhang, Juntai Cao, Chenyu You et al. · Long Papers10 citations
  27. AGrail: A Lifelong Agent Guardrail with Effective and Adaptive Safety Detection ↗Weidi Luo, Shenghong Dai, Xiaogeng Liu et al. · Long Papers9 citations
  28. Advancing Collaborative Debates with Role Differentiation through Multi-Agent Reinforcement Learning ↗Haoran Li, Ziyi Su, Yun Xue et al. · Long Papers9 citations
  29. All That Glitters is Not Novel: Plagiarism in AI Generated Research ↗Tarun Gupta, Danish Pruthi · Long Papers · 🏆 Outstanding Paper9 citations
  30. Automated CAD Modeling Sequence Generation from Text Descriptions via Transformer-Based Large Language Models ↗JianXing Liao, Junyan Xu, Yatao Sun et al. · Long Papers9 citations
  31. Cultural Bias Matters: A Cross-Cultural Benchmark Dataset and Sentiment-Enriched Model for Understanding Multimodal Metaphors ↗Senqi Yang, Dongyu Zhang, Jing Ren et al. · Long Papers9 citations
  32. CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era ↗Yanlin Feng, Simone Papicchio, Sajjadur Rahman · Long Papers9 citations
  33. Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ↗Kun Li, Tianhua Zhang, Xixin Wu et al. · Long Papers9 citations
  34. Demons in the Detail: On Implementing Load Balancing Loss for Training Specialized Mixture-of-Expert Models ↗Zihan Qiu, Zeyu Huang, Bo Zheng et al. · Long Papers9 citations
  35. DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation ↗Hanghui Guo, Jia Zhu, Shimin Di et al. · Long Papers9 citations
  36. EducationQ: Evaluating LLMs' Teaching Capabilities Through Multi-Agent Dialogue Framework ↗Yao Shi, Rongkeng Liang, Yong Xu · Long Papers9 citations
  37. Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation ↗Aneta Zugecova, Dominik Macko, Ivan Srba et al. · Long Papers9 citations
  38. FloorPlan-LLaMa: Aligning Architects' Feedback and Domain Knowledge in Architectural Floor Plan Generation ↗Jun Yin, Pengyu Zeng, Haoyuan Sun et al. · Long Papers9 citations
  39. Hierarchical Document Refinement for Long-context Retrieval-augmented Generation ↗Jiajie Jin, Xiaoxi Li, Guanting Dong et al. · Long Papers9 citations
  40. KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation ↗Jinyuan Fang, Zaiqiao Meng, Craig MacDonald · Long Papers9 citations
  41. L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ↗Hyesung Jeon, Yulhwa Kim, Jae-Joon Kim · Long Papers9 citations
  42. MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ↗Haochen Xue, Feilong Tang, Ming Hu et al. · Long Papers9 citations
  43. Middle-Layer Representation Alignment for Cross-Lingual Transfer in Fine-Tuned LLMs ↗Danni Liu, Jan Niehues · Long Papers9 citations
  44. MultiMed: Multilingual Medical Speech Recognition via Attention Encoder Decoder ↗Khai Le-Duc, Phuc Phan, Tan-Hanh Pham et al. · Industry Track9 citations
  45. PIGuard: Prompt Injection Guardrail via Mitigating Overdefense for Free ↗Hao Li, Xiaogeng Liu, Ning Zhang et al. · Long Papers9 citations
  46. PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models ↗Mingyang Song, Zhaochen Su, Xiaoye Qu et al. · Long Papers9 citations
  47. PaSa: An LLM Agent for Comprehensive Academic Paper Search ↗Yichen He, Guanhua Huang, Peiyuan Feng et al. · Long Papers9 citations
  48. Personalized Generation In Large Model Era: A Survey ↗Yiyan Xu, Jinghao Zhang, Alireza Salemi et al. · Long Papers9 citations
  49. Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation ↗Yue Yang, Ajay Patel, Matt Deitke et al. · Long Papers9 citations
  50. Shifting from Ranking to Set Selection for Retrieval Augmented Generation ↗Dahyun Lee, Yongrae Jo, Haeju Park et al. · Long Papers9 citations
  51. SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation ↗Nicolas Bougie, Narimawa Watanabe · Industry Track9 citations
  52. The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit ↗Huixue Zhou, Hengrui Gu, Zaifu Zhan et al. · Long Papers9 citations
  53. Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement ↗Yaxuan Kong, Yiyuan Yang, Yoontae Hwang et al. · Long Papers9 citations
  54. Towards Effective and Efficient Continual Pre-training of Large Language Models ↗Jie Chen, Zhipeng Chen, Jiapeng Wang et al. · Long Papers9 citations
  55. Towards Robust ESG Analysis Against Greenwashing Risks: Aspect-Action Analysis with Cross-Category Generalization ↗Keane Ong, Rui Mao, Deeksha Varshney et al. · Long Papers9 citations
  56. Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients ↗Jabin Koo, Minwoo Jang, Jungseul Ok · Long Papers9 citations
  57. Tree-KG: An Expandable Knowledge Graph Construction Framework for Knowledge-intensive Domains ↗Songjie Niu, Kaisen Yang, Rui Zhao et al. · Long Papers9 citations
  58. WavRAG: Audio-Integrated Retrieval Augmented Generation for Spoken Dialogue Models ↗Yifu Chen, Shengpeng Ji, Haoxiao Wang et al. · Long Papers9 citations
  59. Which Demographics do LLMs Default to During Annotation? ↗Johannes Schäfer, Aidan Combs, Christopher Bagdon et al. · Long Papers9 citations
  60. “Give Me BF16 or Give Me Death”? Accuracy-Performance Trade-Offs in LLM Quantization ↗Eldar Kurtic, Alexandre Noll Marques, Shubhra Pandit et al. · Long Papers9 citations
  61. A Survey of Post-Training Scaling in Large Language Models ↗Hanyu Lai, Xiao Liu, Junjie Gao et al. · Long Papers8 citations
  62. Ai2 Scholar QA: Organized Literature Synthesis with Attribution ↗Amanpreet Singh, Joseph Chee Chang, Dany Haddad et al. · System Demonstrations8 citations
  63. Align-SLM: Textless Spoken Language Models with Reinforcement Learning from AI Feedback ↗Guan-Ting Lin, Prashanth Gurunath Shivakumar, Aditya Gourav et al. · Long Papers8 citations
  64. BRIGHTER: BRIdging the Gap in Human-Annotated Textual Emotion Recognition Datasets for 28 Languages ↗Shamsuddeen Hassan Muhammad, Nedjma Ousidhoum, Idris Abdulmumin et al. · Long Papers · 🏆 Best Resource Paper8 citations
  65. Bitnet.cpp: Efficient Edge Inference for Ternary LLMs ↗Jinheng Wang, Hansong Zhou, Ting Song et al. · Long Papers8 citations
  66. Conformity in Large Language Models ↗Xiaochen Zhu, Caiqi Zhang, Tom Stafford et al. · Long Papers8 citations
  67. Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence ↗Jinghan He, Kuan Zhu, Haiyun Guo et al. · Long Papers8 citations
  68. GigaSpeech 2: An Evolving, Large-Scale and Multi-domain ASR Corpus for Low-Resource Languages with Automated Crawling, Transcription and Refinement ↗Yifan Yang, Zheshu Song, Jianheng Zhuo et al. · Long Papers8 citations
  69. GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding ↗Yukun Cao, Shuo Han, Zengyi Gao et al. · Long Papers8 citations
  70. HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Language Model ↗Haiyang Guo, Fanhu Zeng, Ziwei Xiang et al. · Long Papers8 citations
  71. Hierarchical-Task-Aware Multi-modal Mixture of Incremental LoRA Experts for Embodied Continual Learning ↗Ziqi Jia, Anmin Wang, Xiaoyang Qu et al. · Long Papers8 citations
  72. Influences on LLM Calibration: A Study of Response Agreement, Loss Functions, and Prompt Styles ↗Yuxi Xia, Pedro Henrique Luz De Araujo, Klim Zaporojets et al. · Long Papers8 citations
  73. Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification ↗Guilherme Fonseca, Washington Cunha, Gabriel Prenassi et al. · Long Papers8 citations
  74. Leveraging Dual Process Theory in Language Agent Framework for Real-time Simultaneous Human-AI Collaboration ↗Shao Zhang, Xihuai Wang, Wenhao Zhang et al. · Long Papers8 citations
  75. MIND: A Multi-agent Framework for Zero-shot Harmful Meme Detection ↗Ziyan Liu, Chunxiao Fan, Haoran Lou et al. · Long Papers8 citations
  76. Multi-Step Generation of Test Specifications using Large Language Models for System-Level Requirements ↗Dragan Milchevski, Gordon Frank, Anna Hätty et al. · Industry Track8 citations
  77. MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts ↗Dominik Macko, Jakub Kopál, Robert Moro et al. · Long Papers8 citations
  78. OS Agents: A Survey on MLLM-based Agents for Computer, Phone and Browser Use ↗Xueyu Hu, Tao Xiong, Biao Yi et al. · Long Papers8 citations
  79. PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration ↗Ziqian Zeng, Jianwei Wang, Junyao Yang et al. · Long Papers8 citations
  80. RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning Based on Emotional Information ↗Zhiwei Liu, Kailai Yang, Qianqian Xie et al. · Long Papers8 citations
  81. RAG-Critic: Leveraging Automated Critic-Guided Agentic Workflow for Retrieval Augmented Generation ↗Guanting Dong, Jiajie Jin, Xiaoxi Li et al. · Long Papers8 citations
  82. RedactOR: An LLM-Powered Framework for Automatic Clinical Data De-Identification ↗Praphul Singh, Charlotte Dzialo, Jangwon Kim et al. · Industry Track8 citations
  83. RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation ↗Xiaoxi Li, Jiajie Jin, Yujia Zhou et al. · Long Papers8 citations
  84. Revisiting Scaling Laws for Language Models: The Role of Data Quality and Training Strategies ↗Zhengyu Chen, Siqi Wang, Teng Xiao et al. · Long Papers8 citations
  85. SQLGenie: A Practical LLM based System for Reliable and Efficient SQL Generation ↗Pushpendu Ghosh, Aryan Jain, Promod Yenigalla · Industry Track8 citations
  86. STaR-SQL: Self-Taught Reasoner for Text-to-SQL ↗Mingqian He, Yongliang Shen, Wenqi Zhang et al. · Long Papers8 citations
  87. SURVEYFORGE : On the Outline Heuristics, Memory-Driven Generation, and Multi-dimensional Evaluation for Automated Survey Writing ↗Xiangchao Yan, Shiyang Feng, Jiakang Yuan et al. · Long Papers8 citations
  88. The Distracting Effect: Understanding Irrelevant Passages in RAG ↗Chen Amiraz, Florin Cuconasu, Simone Filice et al. · Long Papers8 citations
  89. TigerLLM - A Family of Bangla Large Language Models ↗Nishat Raihan, Marcos Zampieri · Short Papers8 citations
  90. TripCraft: A Benchmark for Spatio-Temporally Fine Grained Travel Planning ↗Soumyabrata Chaudhuri, Pranav Purkar, Ritwik Raghav et al. · Long Papers8 citations
  91. A Survey on Efficient Large Language Model Training: From Data-centric Perspectives ↗Junyu Luo, Bohan Wu, Xiao Luo et al. · Long Papers7 citations
  92. AUTALIC: A Dataset for Anti-AUTistic Ableist Language In Context ↗Naba Rizvi, Harper Strickland, Daniel Gitelman et al. · Long Papers7 citations
  93. Adaptive Tool Use in Large Language Models with Meta-Cognition Trigger ↗Wenjun Li, Dexun Li, Kuicai Dong et al. · Long Papers7 citations
  94. AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents ↗Yifan Xu, Xiao Liu, Xueqiao Sun et al. · Long Papers7 citations
  95. Binary Classifier Optimization for Large Language Model Alignment ↗Seungjae Jung, Gunsoo Han, Daniel Wontae Nam et al. · Long Papers7 citations
  96. Chinese SimpleQA: A Chinese Factuality Evaluation for Large Language Models ↗Yancheng He, Shilong Li, Jiaheng Liu et al. · Long Papers7 citations
  97. CoIR: A Comprehensive Benchmark for Code Information Retrieval Models ↗Xiangyang Li, Kuicai Dong, Yi Quan Lee et al. · Long Papers7 citations
  98. CoT-Valve: Length-Compressible Chain-of-Thought TuningXinyin Ma, Guangnian Wan, Runpeng Yu et al. · Long Papers7 citations · our summary
  99. CoachMe: Decoding Sport Elements with a Reference-Based Coaching Instruction Generation Model ↗Wei-Hsin Yeh, Yu-An Su, Chih-Ning Chen et al. · Long Papers7 citations
  100. Code-Switching Red-Teaming: LLM Evaluation for Safety and Multilingual Understanding ↗Haneul Yoo, Yongjin Yang, Hwaran Lee · Long Papers7 citations

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