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Findings of the Association for Computational Linguistics 2025: all accepted papers

3,414 papers · page 1 of 35 · the most cited first · ← Findings of the Association for Computational Linguistics 2025

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  1. GPT-NER: Named Entity Recognition via Large Language ModelsShuhe Wang, Xiaofei Sun, Xiaoya Li et al.264 citations · our summary
  2. LightRAG: Simple and Fast Retrieval-Augmented GenerationZirui Guo, Lianghao Xia, Yanhua Yu et al.193 citations · our summary
  3. GRAG: Graph Retrieval-Augmented Generation ↗Yuntong Hu, Zhihan Lei, Zheng Zhang et al.89 citations
  4. LLM Agents for Education: Advances and Applications ↗Zhendong Chu, Shen Wang, Jian Xie et al.82 citations
  5. GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ↗Costas Mavromatis, George Karypis72 citations
  6. Agent Laboratory: Using LLM Agents as Research Assistants ↗Samuel Schmidgall, Yusheng Su, Ze Wang et al.53 citations
  7. ShortGPT: Layers in Large Language Models are More Redundant Than You ExpectXin Men, Mingyu Xu, Qingyu Zhang et al.51 citations · our summary
  8. A Survey of LLM-based Agents in Medicine: How far are we from Baymax? ↗Wenxuan Wang, Zizhan Ma, Zheng Wang et al.49 citations
  9. LMMs-Eval: Reality Check on the Evaluation of Large Multimodal ModelsKaichen Zhang, Bo Li, Peiyuan Zhang et al.45 citations · our summary
  10. Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation ↗Mohammad Mahdi Abootorabi, Amirhosein Zobeiri, Mahdi Dehghani et al.41 citations
  11. An Empirical Study of LLM-as-a-Judge for LLM Evaluation: Fine-tuned Judge Model is not a General Substitute for GPT-4 ↗Hui Huang, Xingyuan Bu, Hongli Zhou et al.40 citations
  12. Data Interpreter: An LLM Agent for Data ScienceSirui Hong, Yizhang Lin, Bang Liu et al.36 citations · our summary
  13. KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents ↗Yuqi Zhu, Shuofei Qiao, Yixin Ou et al.35 citations
  14. Context Length Alone Hurts LLM Performance Despite Perfect Retrieval ↗Yufeng Du, Minyang Tian, Srikanth Ronanki et al.34 citations
  15. Multimodal Emotion Recognition in Conversations: A Survey of Methods, Trends, Challenges and Prospects ↗ChengYan Wu, Yiqiang Cai, Yang Liu et al.33 citations
  16. Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey ↗Zirui Song, Bin Yan, Yuhan Liu et al.32 citations
  17. TestEval: Benchmarking Large Language Models for Test Case Generation ↗Wenhan Wang, Chenyuan Yang, Zhijie Wang et al.32 citations
  18. CodeRAG-Bench: Can Retrieval Augment Code Generation? ↗Zora Zhiruo Wang, Akari Asai, Xinyan Velocity Yu et al.30 citations
  19. LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models ↗Saaket Agashe, Yue Fan, Anthony Reyna et al.30 citations
  20. Attention Tracker: Detecting Prompt Injection Attacks in LLMs ↗Kuo-Han Hung, Ching-Yun Ko, Ambrish Rawat et al.29 citations
  21. MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs ↗Qian Wang, Tianyu Wang, Zhenheng Tang et al.29 citations
  22. Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs) ↗Abhijit Mishra, Shreya Shukla, Jose Torres et al.29 citations
  23. A Survey on LLM-powered Agents for Recommender Systems ↗Qiyao Peng, Hongtao Liu, Hua Huang et al.28 citations
  24. MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes ↗Asma Ben Abacha, Wen-wai Yim, Yujuan Fu et al.28 citations
  25. Token-Budget-Aware LLM ReasoningTingxu Han, Zhenting Wang, Chunrong Fang et al.28 citations · our summary
  26. A Survey of Large Language Models in Psychotherapy: Current Landscape and Future Directions ↗Hongbin Na, Yining Hua, Zimu Wang et al.27 citations
  27. Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances ↗Zehui Wu, Ziwei Gong, Lin Ai et al.27 citations
  28. Can We Trust AI Doctors? A Survey of Medical Hallucination in Large Language and Large Vision-Language Models ↗Zhihong Zhu, Yunyan Zhang, Xianwei Zhuang et al.27 citations
  29. Harnessing Large Language Models for Disaster Management: A Survey ↗Zhenyu Lei, Yushun Dong, Weiyu Li et al.26 citations
  30. Is Semantic Chunking Worth the Computational Cost? ↗Renyi Qu, Ruixuan Tu, Forrest Sheng Bao26 citations
  31. GUI Agents: A Survey ↗Dang Nguyen, Jian Chen, Yu Wang et al.24 citations
  32. HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation ↗Hao Liu, Zhengren Wang, Xi Chen et al.24 citations
  33. Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey ↗Xiaoyu Liu, Paiheng Xu, Junda Wu et al.24 citations
  34. Adaptive Attacks Break Defenses Against Indirect Prompt Injection Attacks on LLM Agents ↗Qiusi Zhan, Richard Fang, Henil Shalin Panchal et al.23 citations
  35. LLMs are Biased Teachers: Evaluating LLM Bias in Personalized Education ↗Iain Weissburg, Sathvika Anand, Sharon Levy et al.23 citations
  36. Rationale Behind Essay Scores: Enhancing S-LLM's Multi-Trait Essay Scoring with Rationale Generated by LLMs ↗SeongYeub Chu, Jong Woo Kim, Bryan Wong et al.23 citations
  37. TEaR: Improving LLM-based Machine Translation with Systematic Self-Refinement ↗Zhaopeng Feng, Yan Zhang, Hao Li et al.23 citations
  38. MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct ↗Run Luo, Haonan Zhang, Longze Chen et al.22 citations
  39. Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models ↗Jiachen Ma, Yijiang Li, Zhiqing Xiao et al.21 citations
  40. Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey ↗Ruiyao Xu, Kaize Ding20 citations
  41. A Study into Investigating Temporal Robustness of LLMs ↗Jonas Wallat, Abdelrahman Abdallah, Adam Jatowt et al.19 citations
  42. ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering ↗Ahmed Masry, Mohammed Saidul Islam, Mahir Ahmed et al.19 citations
  43. LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ↗Omkar Thawakar, Dinura Dissanayake, Ketan Pravin More et al.19 citations
  44. A Comprehensive Survey on the Trustworthiness of Large Language Models in Healthcare ↗Manar Aljohani, Jun Hou, Sindhura Kommu et al.18 citations
  45. Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs ↗Michael JQ Zhang, Eunsol Choi18 citations
  46. Don't Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models ↗Sangmin Woo, Donguk Kim, Jaehyuk Jang et al.18 citations
  47. FiDeLiS: Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering ↗Yuan Sui, Yufei He, Nian Liu et al.18 citations
  48. FusionDTI: Fine-grained Binding Discovery with Token-level Fusion for Drug-Target Interaction ↗Zhaohan Meng, Zaiqiao Meng, Ke Yuan et al.18 citations
  49. Measuring Sycophancy of Language Models in Multi-turn Dialogues ↗Jiseung Hong, Grace Byun, Seungone Kim et al.18 citations
  50. PruneVid: Visual Token Pruning for Efficient Video Large Language Models ↗Xiaohu Huang, Hao Zhou, Kai Han18 citations
  51. TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios ↗Xiaokang Zhang, Sijia Luo, Bohan Zhang et al.18 citations
  52. Retrieval-Augmented Generation with Hierarchical Knowledge ↗Haoyu Huang, Yongfeng Huang, Yang Junjie et al.17 citations
  53. The Lessons of Developing Process Reward Models in Mathematical ReasoningZhenru Zhang, Chujie Zheng, Yangzhen Wu et al.17 citations · our summary
  54. ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use CapabilitiesJiarui Lu, Thomas Holleis, Yizhe Zhang et al.17 citations · our summary
  55. VideoRAG: Retrieval-Augmented Generation over Video Corpus ↗Soyeong Jeong, Kangsan Kim, Jinheon Baek et al.17 citations
  56. A Bounding Box is Worth One Token - Interleaving Layout and Text in a Large Language Model for Document Understanding ↗Jinghui Lu, Haiyang Yu, Yanjie Wang et al.16 citations
  57. AfroBench: How Good are Large Language Models on African Languages? ↗Jessica Ojo, Odunayo Ogundepo, Akintunde Oladipo et al.16 citations
  58. Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias ↗Yuen Chen, Vethavikashini Chithrra Raghuram, Justus Mattern et al.16 citations
  59. CodeSim: Multi-Agent Code Generation and Problem Solving through Simulation-Driven Planning and Debugging ↗Md. Ashraful Islam, Mohammed Eunus Ali, Md Rizwan Parvez16 citations
  60. Don't Say No: Jailbreaking LLM by Suppressing Refusal ↗Yukai Zhou, Jian Lou, Zhijie Huang et al.16 citations
  61. Evaluating Step-by-step Reasoning Traces: A Survey ↗Jinu Lee, Julia Hockenmaier16 citations
  62. Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines ↗Saurabh Srivastava, Sweta Pati, Ziyu Yao16 citations
  63. Voting or Consensus? Decision-Making in Multi-Agent Debate ↗Lars Benedikt Kaesberg, Jonas Becker, Jan Philip Wahle et al.16 citations
  64. A Survey of Uncertainty Estimation Methods on Large Language Models ↗Zhiqiu Xia, Jinxuan Xu, Yuqian Zhang et al.15 citations
  65. AgentThink: A Unified Framework for Tool-Augmented Chain-of-Thought Reasoning in Vision-Language Models for Autonomous Driving ↗Kangan Qian, Sicong Jiang, Yang Zhong et al.15 citations
  66. Comprehensive Layer-wise Analysis of SSL Models for Audio Deepfake Detection ↗Yassine El Kheir, Younes Samih, Suraj Maharjan et al.15 citations
  67. MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation ↗Zhongwei Wan, Che Liu, Xin Wang et al.15 citations
  68. RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service ↗Yihang Cheng, Lan Zhang, Junyang Wang et al.15 citations
  69. A Closer Look into Mixture-of-Experts in Large Language Models ↗Ka Man Lo, Zeyu Huang, Zihan Qiu et al.14 citations
  70. A Federated Framework for LLM-based Recommendation ↗Jujia Zhao, Wenjie Wang, Chen Xu et al.14 citations
  71. AgentCourt: Simulating Court with Adversarial Evolvable Lawyer Agents ↗Guhong Chen, Liyang Fan, Zihan Gong et al.14 citations
  72. BanTH: A Multi-label Hate Speech Detection Dataset for Transliterated Bangla ↗Fabiha Haider, Fariha Tanjim Shifat, Md Farhan Ishmam et al.14 citations
  73. Causal Inference with Large Language Model: A Survey ↗Jing Ma14 citations
  74. CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation ↗Nengbo Wang, Xiaotian Han, Jagdip Singh et al.14 citations
  75. Document Segmentation Matters for Retrieval-Augmented Generation ↗Zhitong Wang, Cheng Gao, Chaojun Xiao et al.14 citations
  76. FGDGNN: Fine-Grained Dynamic Graph Neural Network for Rumor Detection on Social Media ↗Mei Guo, Chen Chen, Chunyan Hou et al.14 citations
  77. Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models ↗Haibo Wang, Zhiyang Xu, Yu Cheng et al.14 citations
  78. Huatuo-26M, a Large-scale Chinese Medical QA Dataset ↗Xidong Wang, Jianquan Li, Shunian Chen et al.14 citations
  79. LMOD: A Large Multimodal Ophthalmology Dataset and Benchmark for Large Vision-Language Models ↗Zhenyue Qin, Yu Yin, Dylan Campbell et al.14 citations
  80. ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning ↗Millennium Bismay, Xiangjue Dong, James Caverlee14 citations
  81. Red-Teaming LLM Multi-Agent Systems via Communication Attacks ↗Pengfei He, Yuping Lin, Shen Dong et al.14 citations
  82. Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems ↗Junying Chen, Zhenyang Cai, Ke Ji et al.14 citations
  83. Aria-UI: Visual Grounding for GUI Instructions ↗Yuhao Yang, Yue Wang, Dongxu Li et al.13 citations
  84. CLERC: A Dataset for U. S. Legal Case Retrieval and Retrieval-Augmented Analysis Generation ↗Abe Bohan Hou, Orion Weller, Guanghui Qin et al.13 citations
  85. Dolphin: Document Image Parsing via Heterogeneous Anchor Prompting ↗Hao Feng, Shu Wei, Xiang Fei et al.13 citations
  86. Embracing Large Language Models in Traffic Flow Forecasting ↗Yusheng Zhao, Xiao Luo, Haomin Wen et al.13 citations
  87. HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation Task ↗Zhaojian Yu, Yilun Zhao, Arman Cohan et al.13 citations
  88. Hypothesis Generation for Materials Discovery and Design Using Goal-Driven and Constraint-Guided LLM Agents ↗Shrinidhi Kumbhar, Venkatesh Mishra, Kevin Coutinho et al.13 citations
  89. Just Put a Human in the Loop? Investigating LLM-Assisted Annotation for Subjective Tasks ↗Hope Schroeder, Deb Roy, Jad Kabbara13 citations
  90. LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models ↗Marcus Tantakoun, Christian Muise, Xiaodan Zhu13 citations
  91. Large Language Models Reflect Human Citation Patterns with a Heightened Citation Bias ↗Andres Algaba, Carmen Mazijn, Vincent Holst et al.13 citations
  92. LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-Context QA ↗Jiajie Zhang, Yushi Bai, Xin Lv et al.13 citations
  93. Protein Large Language Models: A Comprehensive Survey ↗Yijia Xiao, Wanjia Zhao, Junkai Zhang et al.13 citations
  94. RewardBench: Evaluating Reward Models for Language Modeling ↗Nathan Lambert, Valentina Pyatkin, Jacob Morrison et al.13 citations
  95. SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities ↗Fengqing Jiang, Zhangchen Xu, Yuetai Li et al.13 citations
  96. Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration ↗Yang Zhang, Shixin Yang, Chenjia Bai et al.13 citations
  97. What Has Been Lost with Synthetic Evaluation? ↗Alexander Gill, Abhilasha Ravichander, Ana Marasovic13 citations
  98. AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding ↗Xiao Wang, Qingyi Si, Shiyu Zhu et al.12 citations
  99. Advocating Character Error Rate for Multilingual ASR Evaluation ↗Thennal D K, Jesin James, Deepa Padmini Gopinath et al.12 citations
  100. Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge ↗Mohammad R. Rezaei, Reza Saadati Fard, Jayson L. Parker et al.12 citations

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