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ACL 2025: all accepted papers

1,966 papers · page 4 of 20 · the most cited first · ← ACL 2025

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  1. Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG ↗Xin Sun, Jianan Xie, Zhongqi Chen et al. · Long Papers5 citations
  2. Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language Models ↗Boheng Sheng, Jiacheng Yao, Meicong Zhang et al. · Long Papers5 citations
  3. Efficient and Accurate Prompt Optimization: the Benefit of Memory in Exemplar-Guided Reflection ↗Cilin Yan, Jingyun Wang, Lin Zhang et al. · Long Papers5 citations
  4. Enhancing Character-Level Understanding in LLMs through Token Internal Structure Learning ↗Zhu Xu, Zhiqiang Zhao, Zihan Zhang et al. · Long Papers5 citations
  5. Error Comparison Optimization for Large Language Models on Aspect-Based Sentiment Analysis ↗Qianlong Wang, Keyang Ding, Hengxin Gao et al. · Long Papers5 citations
  6. Evaluating Language Models as Synthetic Data Generators ↗Seungone Kim, Juyoung Suk, Xiang Yue et al. · Long Papers5 citations
  7. FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ↗Zichen Tang, Haihong E, Ziyan Ma et al. · Long Papers5 citations
  8. From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs ↗Ruxiao Chen, Chenguang Wang, Yuran Sun et al. · Long Papers5 citations
  9. GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis ↗Yi Jiang, Sendong Zhao, Jianbo Li et al. · Long Papers5 citations
  10. Generating Plausible Distractors for Multiple-Choice Questions via Student Choice Prediction ↗Yooseop Lee, Suin Kim, Yohan Jo · Long Papers5 citations
  11. Guardrails and Security for LLMs: Safe, Secure and Controllable Steering of LLM Applications ↗Traian Rebedea, Leon Derczynski, Shaona Ghosh et al. · Tutorial Abstracts5 citations
  12. Gödel Agent: A Self-Referential Agent Framework for Recursively Self-Improvement ↗Xunjian Yin, Xinyi Wang, Liangming Pan et al. · Long Papers5 citations
  13. Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions ↗Leonardo Ranaldi, Marco Valentino, Andre Freitas · Long Papers5 citations
  14. Jailbreaking? One Step Is Enough! ↗Weixiong Zheng, Peijian Zeng, YiWei Li et al. · Long Papers5 citations
  15. Know You First and Be You Better: Modeling Human-Like User Simulators via Implicit Profiles ↗Kuang Wang, Xianfei Li, Shenghao Yang et al. · Long Papers5 citations
  16. LACA: Improving Cross-lingual Aspect-Based Sentiment Analysis with LLM Data Augmentation ↗Jakub Šmíd, Pavel Priban, Pavel Kral · Long Papers5 citations
  17. LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study ↗Dongil Yang, Minjin Kim, Sunghwan Kim et al. · Long Papers5 citations
  18. Length-Induced Embedding Collapse in PLM-based Models ↗Yuqi Zhou, Sunhao Dai, Zhanshuo Cao et al. · Long Papers5 citations
  19. MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming ↗Weiyang Guo, Jing Li, Wenya Wang et al. · Long Papers5 citations
  20. Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric ↗Yuming Yang, Yang Nan, Junjie Ye et al. · Long Papers5 citations
  21. Mimicking the Familiar: Dynamic Command Generation for Information Theft Attacks in LLM Tool-Learning System ↗Ziyou Jiang, Mingyang Li, Guowei Yang et al. · Long Papers5 citations
  22. Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ↗Hai-Long Sun, Zhun Sun, Houwen Peng et al. · Long Papers5 citations
  23. Multilingual Text-to-Image Generation Magnifies Gender Stereotypes ↗Felix Friedrich, Katharina Hämmerl, Patrick Schramowski et al. · Long Papers5 citations
  24. OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference ↗Xiangyu Zhao, Shengyuan Ding, Zicheng Zhang et al. · Long Papers5 citations
  25. On the Reliability of Large Language Models for Causal Discovery ↗Tao Feng, Lizhen Qu, Niket Tandon et al. · Long Papers5 citations
  26. PTQ1.61: Push the Real Limit of Extremely Low-Bit Post-Training Quantization Methods for Large Language Models ↗Jiaqi Zhao, Miao Zhang, Ming Wang et al. · Long Papers5 citations
  27. Powerformer: Efficient and High-Accuracy Privacy-Preserving Language Model with Homomorphic Encryption ↗Dongjin Park, Eunsang Lee, Joon-Woo Lee · Long Papers5 citations
  28. Probing Relative Interaction and Dynamic Calibration in Multi-modal Entity Alignment ↗Chenxiao Li, Jingwei Cheng, Qiang Tong et al. · Long Papers5 citations
  29. QualiSpeech: A Speech Quality Assessment Dataset with Natural Language Reasoning and Descriptions ↗Siyin Wang, Wenyi Yu, Xianzhao Chen et al. · Long Papers5 citations
  30. Qwen2.5-xCoder: Multi-Agent Collaboration for Multilingual Code Instruction Tuning ↗Jian Yang, Wei Zhang, Yibo Miao et al. · Long Papers5 citations
  31. REAL-MM-RAG: A Real-World Multi-Modal Retrieval Benchmark ↗Navve Wasserman, Roi Pony, Oshri Naparstek et al. · Long Papers5 citations
  32. SConU: Selective Conformal Uncertainty in Large Language Models ↗Zhiyuan Wang, Qingni Wang, Yue Zhang et al. · Long Papers5 citations
  33. SoRFT: Issue Resolving with Subtask-oriented Reinforced Fine-Tuning ↗Zexiong Ma, Chao Peng, Pengfei Gao et al. · Long Papers5 citations
  34. Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation ↗Shuo Tang, Xianghe Pang, Zexi Liu et al. · Long Papers5 citations
  35. TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge ↗Cheng-Han Chiang, Hung-yi Lee, Michal Lukasik · Long Papers5 citations
  36. Temporal Relation Extraction in Clinical Texts: A Span-based Graph Transformer Approach ↗Rochana Chaturvedi, Peyman Baghershahi, Sourav Medya et al. · Long Papers5 citations
  37. Temporal reasoning for timeline summarisation in social media ↗Jiayu Song, Mahmud Elahi Akhter, Dana Atzil-Slonim et al. · Long Papers5 citations
  38. Text is All You Need: LLM-enhanced Incremental Social Event Detection ↗Zitai Qiu, Congbo Ma, Jia Wu et al. · Long Papers5 citations
  39. TheoremExplainAgent: Towards Video-based Multimodal Explanations for LLM Theorem Understanding ↗Max Ku, Cheuk Hei Chong, Jonathan Leung et al. · Long Papers5 citations
  40. Theory of Mind in Large Language Models: Assessment and Enhancement ↗Ruirui Chen, Weifeng Jiang, Chengwei Qin et al. · Long Papers5 citations
  41. Time-LlaMA: Adapting Large Language Models for Time Series Modeling via Dynamic Low-rank Adaptation ↗Juyuan Zhang, Jiechao Gao, Wenwen Ouyang et al. · Student Research Workshop5 citations
  42. Towards Enhanced Immersion and Agency for LLM-based Interactive Drama ↗Hongqiu Wu, Weiqi Wu, Tianyang Xu et al. · Long Papers5 citations
  43. Towards Multi-dimensional Evaluation of LLM Summarization across Domains and Languages ↗Hyangsuk Min, Yuho Lee, Minjeong Ban et al. · Long Papers5 citations
  44. Towards the Law of Capacity Gap in Distilling Language Models ↗Chen Zhang, Qiuchi Li, Dawei Song et al. · Long Papers · 🏆 Outstanding Paper5 citations
  45. TreeRL: LLM Reinforcement Learning with On-Policy Tree Search ↗Zhenyu Hou, Ziniu Hu, Yujiang Li et al. · Long Papers5 citations
  46. Understanding In-Context Machine Translation for Low-Resource Languages: A Case Study on Manchu ↗Renhao Pei, Yihong Liu, Peiqin Lin et al. · Long Papers5 citations
  47. UniLR: Unleashing the Power of LLMs on Multiple Legal Tasks with a Unified Legal Retriever ↗Ang Li, Yiquan Wu, Yifei Liu et al. · Long Papers5 citations
  48. Unveiling Environmental Impacts of Large Language Model Serving: A Functional Unit View ↗Yanran Wu, Inez Hua, Yi Ding · Long Papers5 citations
  49. What Is That Talk About? A Video-to-Text Summarization Dataset for Scientific Presentations ↗Dongqi Liu, Chenxi Whitehouse, Xi Yu et al. · Long Papers5 citations
  50. When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations ↗Huaizhi Ge, Yiming Li, Qifan Wang et al. · Long Papers5 citations
  51. Which of These Best Describes Multiple Choice Evaluation with LLMs? A) Forced B) Flawed C) Fixable D) All of the Above ↗Nishant Balepur, Rachel Rudinger, Jordan Boyd-Graber · Long Papers5 citations
  52. YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering ↗Jennifer D'Souza, Hamed Babaei Giglou, Quentin Münch · Long Papers5 citations
  53. from Benign import Toxic: Jailbreaking the Language Model via Adversarial MetaphorsYu Yan, Sheng Sun, Zenghao Duan et al. · Long Papers5 citations · our summary
  54. $HomeBench$: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices ↗Silin Li, Yuhang Guo, Jiashu Yao et al. · Long Papers4 citations
  55. A Dual-Layered Evaluation of Geopolitical and Cultural Bias in LLMs ↗Sean Kim, Hyuhng Joon Kim · Student Research Workshop4 citations
  56. A Multi-persona Framework for Argument Quality Assessment ↗Bojun Jin, Jianzhu Bao, Yufang Hou et al. · Long Papers4 citations
  57. A Parallelized Framework for Simulating Large-Scale LLM Agents with Realistic Environments and Interactions ↗Jun Zhang, Yuwei Yan, Junbo Yan et al. · Industry Track4 citations
  58. A Perspective on LLM Data Generation with Few-shot Examples: from Intent to Kubernetes Manifest ↗Antonino Angi, Liubov Nedoshivina, Alessio Sacco et al. · Industry Track4 citations
  59. A Training-free LLM-based Approach to General Chinese Character Error Correction ↗Houquan Zhou, Bo Zhang, Zhenghua Li et al. · Long Papers4 citations
  60. ACORD: An Expert-Annotated Retrieval Dataset for Legal Contract Drafting ↗Steven H Wang, Maksim Zubkov, Kexin Fan et al. · Long Papers4 citations
  61. AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research ↗Yilun Zhao, Weiyuan Chen, Zhijian Xu et al. · Long Papers4 citations
  62. Accurate KV Cache Quantization with Outlier Tokens Tracing ↗Yi Su, Yuechi Zhou, Quantong Qiu et al. · Long Papers4 citations
  63. AgentGym: Evaluating and Training Large Language Model-based Agents across Diverse Environments ↗Zhiheng Xi, Yiwen Ding, Wenxiang Chen et al. · Long Papers4 citations
  64. Agents Under Siege: Breaking Pragmatic Multi-Agent LLM Systems with Optimized Prompt Attacks ↗Rana Shahroz, Zhen Tan, Sukwon Yun et al. · Long Papers4 citations
  65. Analyzing and Mitigating Inconsistency in Discrete Speech Tokens for Neural Codec Language Models ↗Wenrui Liu, Zhifang Guo, Jin Xu et al. · Long Papers4 citations
  66. Assessing Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks ↗Fangru Lin, Shaoguang Mao, Emanuele La Malfa et al. · Long Papers4 citations
  67. Attacking Vision-Language Computer Agents via Pop-ups ↗Yanzhe Zhang, Tao Yu, Diyi Yang · Long Papers4 citations
  68. Automatic Evaluation for Text-to-image Generation: Task-decomposed Framework, Distilled Training, and Meta-evaluation Benchmark ↗Rong-Cheng Tu, Zi-Ao Ma, Tian Lan et al. · Long Papers4 citations
  69. BERT-like Models for Slavic Morpheme Segmentation ↗Dmitry Morozov, Lizaveta Astapenka, Anna Glazkova et al. · Long Papers4 citations
  70. Benchmarking Open-ended Audio Dialogue Understanding for Large Audio-Language Models ↗Kuofeng Gao, Shu-Tao Xia, Ke Xu et al. · Long Papers4 citations
  71. Benchmarking and Improving Large Vision-Language Models for Fundamental Visual Graph Understanding and Reasoning ↗Yingjie Zhu, Xuefeng Bai, Kehai Chen et al. · Long Papers4 citations
  72. Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ↗Qichuan Liu, Chentao Zhang, Chenfeng Zheng et al. · Long Papers4 citations
  73. CENTAUR: Bridging the Impossible Trinity of Privacy, Efficiency, and Performance in Privacy-Preserving Transformer Inference ↗Jinglong Luo, Guanzhong Chen, Yehong Zhang et al. · Long Papers4 citations
  74. CaLMQA: Exploring culturally specific long-form question answering across 23 languages ↗Shane Arora, Marzena Karpinska, Hung-Ting Chen et al. · Long Papers4 citations
  75. Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation? ↗Leyi Pan, Aiwei Liu, Shiyu Huang et al. · Long Papers4 citations
  76. Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers ↗Zhijian Xu, Yilun Zhao, Manasi Patwardhan et al. · Long Papers4 citations
  77. Can Language Models Replace Programmers for Coding? REPOCOD Says `Not Yet' ↗Shanchao Liang, Nan Jiang, Yiran Hu et al. · Long Papers4 citations
  78. Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? ↗Yancheng He, Shilong Li, Jiaheng Liu et al. · Long Papers4 citations
  79. Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method ↗Peter Baile Chen, Yi Zhang, Mike Cafarella et al. · Long Papers4 citations
  80. Can't See the Forest for the Trees: Benchmarking Multimodal Safety Awareness for Multimodal LLMs ↗Wenxuan Wang, Xiaoyuan Liu, Kuiyi Gao et al. · Long Papers4 citations
  81. ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation ↗Xuanle Zhao, Xianzhen Luo, Qi Shi et al. · Long Papers4 citations
  82. CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction ↗Harsh Maheshwari, Srikanth Tenneti, Alwarappan Nakkiran · Industry Track4 citations
  83. CoAlign: Uncertainty Calibration of LLM for Geospatial Repartition ↗Zejun Xie, Zhiqing Hong, Wenjun Lyu et al. · Industry Track4 citations
  84. CodeIF: Benchmarking the Instruction-Following Capabilities of Large Language Models for Code Generation ↗Kaiwen Yan, Hongcheng Guo, Xuanqing Shi et al. · Industry Track4 citations
  85. Comparing LLM-generated and human-authored news text using formal syntactic theory ↗Olga Zamaraeva, Dan Flickinger, Francis Bond et al. · Long Papers4 citations
  86. Completing A Systematic Review in Hours instead of Months with Interactive AI Agents ↗Rui Qiu, Shijie Chen, Yu Su et al. · Long Papers4 citations
  87. Counterfactual-Consistency Prompting for Relative Temporal Understanding in Large Language Models ↗Jongho Kim, Seung-won Hwang · Short Papers4 citations
  88. Cultural Learning-Based Culture Adaptation of Language Models ↗Chen Cecilia Liu, Anna Korhonen, Iryna Gurevych · Long Papers4 citations
  89. Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ↗Shaobo Wang, Xiangqi Jin, Ziming Wang et al. · Long Papers4 citations
  90. Decoding Reading Goals from Eye Movements ↗Omer Shubi, Cfir Avraham Hadar, Yevgeni Berzak · Long Papers4 citations
  91. Defining and Evaluating Visual Language Models' Basic Spatial Abilities: A Perspective from Psychometrics ↗Wenrui Xu, Dalin Lyu, Weihang Wang et al. · Long Papers4 citations
  92. Diffusion Models Through a Global Lens: Are They Culturally Inclusive? ↗Zahra Bayramli, Ayhan Suleymanzade, Na Min An et al. · Long Papers4 citations
  93. Dolphin: Moving Towards Closed-loop Auto-research through Thinking, Practice, and Feedback ↗Jiakang Yuan, Xiangchao Yan, Bo Zhang et al. · Long Papers4 citations
  94. Embedding-Converter: A Unified Framework for Cross-Model Embedding Transformation ↗Jinsung Yoon, Sercan O Arik · Long Papers4 citations
  95. Embracing Imperfection: Simulating Students with Diverse Cognitive Levels Using LLM-based Agents ↗Tao Wu, Jingyuan Chen, Wang Lin et al. · Long Papers4 citations
  96. Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ↗Zhenyu Wu, Qingkai Zeng, Zhihan Zhang et al. · Long Papers4 citations
  97. Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning ↗Peichao Lai, Zhengfeng Zhang, Wentao Zhang et al. · Long Papers4 citations
  98. Evaluating Structured Output Robustness of Small Language Models for Open Attribute-Value Extraction from Clinical Notes ↗Nikita Neveditsin, Pawan Lingras, Vijay Kumar Mago · Student Research Workshop4 citations
  99. Exploring How Generative MLLMs Perceive More Than CLIP with the Same Vision Encoder ↗Siting Li, Pang Wei Koh, Simon Shaolei Du · Long Papers4 citations
  100. FACT-AUDIT: An Adaptive Multi-Agent Framework for Dynamic Fact-Checking Evaluation of Large Language Models ↗Hongzhan Lin, Yang Deng, Yuxuan Gu et al. · Long Papers4 citations

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