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NAACL 2025: all accepted papers

903 papers · page 1 of 10 · the most cited first · ← NAACL 2025

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  1. Knowledge Graph-Guided Retrieval Augmented GenerationXiangrong Zhu, Yuexiang Xie, Yi Liu et al. · Long Papers80 citations
  2. Simulating Classroom Education with LLM-Empowered AgentsZheyuan Zhang, Daniel Zhang-Li, Jifan Yu et al. · Long Papers46 citations
  3. ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language ModelsJinheon Baek, Sujay Kumar Jauhar, Silviu Cucerzan et al. · Long Papers38 citations
  4. Rationale-Guided Retrieval Augmented Generation for Medical Question AnsweringJiwoong Sohn, Yein Park, Chanwoong Yoon et al. · Long Papers33 citations
  5. What Did I Do Wrong? Quantifying LLMs' Sensitivity and Consistency to Prompt EngineeringFederico Errica, Davide Sanvito, Giuseppe Siracusano et al. · Long Papers27 citations
  6. The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-DeterminismYifan Song, Guoyin Wang, Sujian Li et al. · Long Papers26 citations
  7. Benchmarking Large Language Models on Answering and Explaining Challenging Medical QuestionsHanjie Chen, Zhouxiang Fang, Yash Singla et al. · Long Papers25 citations · our summary
  8. AudioBench: A Universal Benchmark for Audio Large Language ModelsBin Wang, Xunlong Zou, Geyu Lin et al. · Long Papers21 citations · our summary
  9. Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented GenerationSatyapriya Krishna, Kalpesh Krishna, Anhad Mohananey et al. · Long Papers21 citations
  10. VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and MusicJiatong Shi, Hye-jin Shim, Jinchuan Tian et al. · Human Language Technologies (System Demonstrations20 citations
  11. CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph DatabasesXiangyan Liu, Bo Lan, Zhiyuan Hu et al. · Long Papers19 citations
  12. EASYTOOL: Enhancing LLM-based Agents with Concise Tool InstructionSiyu Yuan, Kaitao Song, Jiangjie Chen et al. · Long Papers19 citations
  13. xLAM: A Family of Large Action Models to Empower AI Agent SystemsJianguo Zhang, Tian Lan, Ming Zhu et al. · Long Papers19 citations · our summary
  14. Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report GenerationLiwen Sun, James Jialun Zhao, Wenjing Han et al. · Long Papers18 citations
  15. An Efficient Gloss-Free Sign Language Translation Using Spatial Configurations and Motion Dynamics with LLMsEui Jun Hwang, Sukmin Cho, Junmyeong Lee et al. · Long Papers17 citations
  16. Design2Code: Benchmarking Multimodal Code Generation for Automated Front-End EngineeringChenglei Si, Yanzhe Zhang, Ryan Li et al. · Long Papers17 citations
  17. Hello Again! LLM-powered Personalized Agent for Long-term DialogueHao Li, Chenghao Yang, An Zhang et al. · Long Papers17 citations
  18. VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented GenerationManan Suri, Puneet Mathur, Franck Dernoncourt et al. · Long Papers16 citations
  19. Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language ModelsSoham Poddar, Paramita Koley, Janardan Misra et al. · Long Papers15 citations
  20. AEGIS2.0: A Diverse AI Safety Dataset and Risks Taxonomy for Alignment of LLM GuardrailsShaona Ghosh, Prasoon Varshney, Makesh Narsimhan Sreedhar et al. · Long Papers14 citations
  21. Is Translation All You Need? A Study on Solving Multilingual Tasks with Large Language ModelsChaoqun Liu, Wenxuan Zhang, Yiran Zhao et al. · Long Papers14 citations
  22. SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian LanguagesWenxuan Zhang, Hou Pong Chan, Yiran Zhao et al. · Human Language Technologies (System Demonstrations14 citations
  23. Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language ModelsTongxuan Liu, Wenjiang Xu, Weizhe Huang et al. · Long Papers13 citations
  24. MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison FeedbackZonghai Yao, Aditya Parashar, Huixue Zhou et al. · Long Papers13 citations
  25. SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized DomainsRan Xu, Hui Liu, Sreyashi Nag et al. · Long Papers13 citations
  26. CBT-Bench: Evaluating Large Language Models on Assisting Cognitive Behavior TherapyMian Zhang, Xianjun Yang, Xinlu Zhang et al. · Long Papers12 citations
  27. EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary AlgorithmsSiyu Yuan, Kaitao Song, Jiangjie Chen et al. · Long Papers12 citations
  28. Graph Neural Network Enhanced Retrieval for Question Answering of Large Language ModelsZijian Li, Qingyan Guo, Jiawei Shao et al. · Long Papers12 citations
  29. ImgTrojan: Jailbreaking Vision-Language Models with ONE ImageXijia Tao, Shuai Zhong, Lei Li et al. · Long Papers12 citations
  30. MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM FinetuningHanqing Wang, Yixia Li, Shuo Wang et al. · Long Papers12 citations
  31. Multi$^3$Hate: Multimodal, Multilingual, and Multicultural Hate Speech Detection with Vision–Language ModelsMinh Duc Bui, Katharina von der Wense, Anne Lauscher · Long Papers12 citations
  32. NormAd: A Framework for Measuring the Cultural Adaptability of Large Language ModelsAbhinav Rao, Akhila Yerukola, Vishwa Shah et al. · Long Papers12 citations
  33. Prompt Compression for Large Language Models: A SurveyZongqian Li, Yinhong Liu, Yixuan Su et al. · Long Papers12 citations
  34. mHumanEval - A Multilingual Benchmark to Evaluate Large Language Models for Code GenerationNishat Raihan, Antonios Anastasopoulos, Marcos Zampieri · Long Papers12 citations
  35. AgentMove: A Large Language Model based Agentic Framework for Zero-shot Next Location PredictionJie Feng, Yuwei Du, Jie Zhao et al. · Long Papers11 citations
  36. Decoding Speculative DecodingMinghao Yan, Saurabh Agarwal, Shivaram Venkataraman · Long Papers11 citations
  37. How Good Are LLMs for Literary Translation, Really? Literary Translation Evaluation with Humans and LLMsRan Zhang, Wei Zhao, Steffen Eger · Long Papers11 citations
  38. Measuring memorization in language models via probabilistic extractionJamie Hayes, Marika Swanberg, Harsh Chaudhari et al. · Long Papers11 citations
  39. Unmasking Implicit Bias: Evaluating Persona-Prompted LLM Responses in Power-Disparate Social ScenariosBryan Chen Zhengyu Tan, Roy Ka-Wei Lee · Long Papers11 citations
  40. AfriHate: A Multilingual Collection of Hate Speech and Abusive Language Datasets for African LanguagesShamsuddeen Hassan Muhammad, Idris Abdulmumin, Abinew Ali Ayele et al. · Long Papers10 citations
  41. CowPilot: A Framework for Autonomous and Human-Agent Collaborative Web NavigationFaria Huq, Zora Zhiruo Wang, Frank F. Xu et al. · Human Language Technologies (System Demonstrations10 citations
  42. Exploring Large Language Models for Effective Rumor Detection on Social MediaYirong Zeng, Xiao Ding, Bibo Cai et al. · Long Papers10 citations
  43. FedSpaLLM: Federated Pruning of Large Language ModelsGuangji Bai, Yijiang Li, Zilinghan Li et al. · Long Papers10 citations
  44. FollowIR: Evaluating and Teaching Information Retrieval Models to Follow InstructionsOrion Weller, Benjamin Chang, Sean MacAvaney et al. · Long Papers10 citations
  45. In-Context Learning with Long-Context Models: An In-Depth ExplorationAmanda Bertsch, Maor Ivgi, Emily Xiao et al. · Long Papers10 citations · our summary
  46. MixLLM: Dynamic Routing in Mixed Large Language ModelsXinyuan Wang, Yanchi Liu, Wei Cheng et al. · Long Papers10 citations
  47. Mixture of Multimodal Adapters for Sentiment AnalysisKezhou Chen, Shuo Wang, Huixia Ben et al. · Long Papers10 citations
  48. Multilingual Machine Translation with Open Large Language Models at Practical Scale: An Empirical StudyMenglong Cui, Pengzhi Gao, Wei Liu et al. · Long Papers10 citations
  49. OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper ReviewsMaximilian Idahl, Zahra Ahmadi · Human Language Technologies (System Demonstrations10 citations
  50. RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language ModelsBang An, Shiyue Zhang, Mark Dredze · Long Papers10 citations
  51. REL-A.I.: An Interaction-Centered Approach To Measuring Human-LM RelianceKaitlyn Zhou, Jena D. Hwang, Xiang Ren et al. · Long Papers10 citations
  52. Unifying AI Tutor Evaluation: An Evaluation Taxonomy for Pedagogical Ability Assessment of LLM-Powered AI TutorsKaushal Kumar Maurya, Kv Aditya Srivatsa, Kseniia Petukhova et al. · Long Papers10 citations
  53. Vision-Language Models Can Self-Improve Reasoning via ReflectionKanzhi Cheng, Li YanTao, Fangzhi Xu et al. · Long Papers10 citations
  54. WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global CuisinesGenta Indra Winata, Frederikus Hudi, Patrick Amadeus Irawan et al. · Long Papers10 citations
  55. Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart UnderstandingJunyi Ye, Ankan Dash, Wenpeng Yin et al. · Long Papers9 citations
  56. Can Unconfident LLM Annotations Be Used for Confident Conclusions?Kristina Gligorić, Tijana Zrnic, Cinoo Lee et al. · Long Papers9 citations
  57. Cross-Lingual Transfer Learning for Speech TranslationRao Ma, Mengjie Qian, Yassir Fathullah et al. · Short Papers9 citations
  58. DenseSSM: State Space Models with Dense Hidden Connection for Efficient Large Language ModelsWei He, Kai Han, Yehui Tang et al. · Long Papers9 citations
  59. Evaluating Bias in LLMs for Job-Resume Matching: Gender, Race, and EducationHayate Iso, Pouya Pezeshkpour, Nikita Bhutani et al. · Industry Track9 citations
  60. Lived Experience Not Found: LLMs Struggle to Align with Experts on Addressing Adverse Drug Reactions from Psychiatric Medication UseMohit Chandra, Siddharth Sriraman, Gaurav Verma et al. · Long Papers9 citations
  61. MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL TranslationSatya Krishna Gorti, Ilan Gofman, Zhaoyan Liu et al. · Long Papers9 citations
  62. RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and RefinementJinhao Jiang, Jiayi Chen, Junyi Li et al. · Long Papers9 citations
  63. Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of StereotypesIsabel O. Gallegos, Ryan Aponte, Ryan A. Rossi et al. · Short Papers9 citations
  64. Specializing Large Language Models to Simulate Survey Response Distributions for Global PopulationsYong Cao, Haijiang Liu, Arnav Arora et al. · Long Papers9 citations
  65. Towards LLMs Robustness to Changes in Prompt Format StylesLilian Ngweta, Kiran Kate, Jason Tsay et al. · Student Research Workshop9 citations
  66. Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design AutomationHaoyuan Wu, Haisheng Zheng, Zhuolun He et al. · Long Papers8 citations
  67. Does Liking Yellow Imply Driving a School Bus? Semantic Leakage in Language ModelsHila Gonen, Terra Blevins, Alisa Liu et al. · Long Papers8 citations
  68. FinEval: A Chinese Financial Domain Knowledge Evaluation Benchmark for Large Language ModelsXin Guo, Haotian Xia, Zhaowei Liu et al. · Long Papers8 citations
  69. GenSim: A General Social Simulation Platform with Large Language Model based AgentsJiakai Tang, Heyang Gao, Xuchen Pan et al. · Human Language Technologies (System Demonstrations8 citations
  70. GloCOM: A Short Text Neural Topic Model via Global Clustering ContextQuang Duc Nguyen, Tung Nguyen, Duc Anh Nguyen et al. · Long Papers8 citations
  71. How Can We Diagnose and Treat Bias in Large Language Models for Clinical Decision-Making?Kenza Benkirane, Jackie Kay, Maria Perez-Ortiz · Long Papers8 citations
  72. IrokoBench: A New Benchmark for African Languages in the Age of Large Language ModelsDavid Ifeoluwa Adelani, Jessica Ojo, Israel Abebe Azime et al. · Long Papers8 citations · our summary
  73. Is Your LLM Outdated? A Deep Look at Temporal GeneralizationChenghao Zhu, Nuo Chen, Yufei Gao et al. · Long Papers8 citations
  74. KMMLU: Measuring Massive Multitask Language Understanding in KoreanGuijin Son, Hanwool Lee, Sungdong Kim et al. · Long Papers8 citations · our summary
  75. L3GO: Language Agents with Chain-of-3D-Thoughts for Generating Unconventional ObjectsYutaro Yamada, Khyathi Chandu, Bill Yuchen Lin et al. · Human Language Technologies (System Demonstrations8 citations
  76. Learning to Summarize from LLM-generated FeedbackHwanjun Song, Taewon Yun, Yuho Lee et al. · Long Papers8 citations
  77. One fish, two fish, but not the whole sea: Alignment reduces language models' conceptual diversitySonia Krishna Murthy, Tomer Ullman, Jennifer Hu · Long Papers8 citations
  78. Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM SamplingGuangya Wan, Yuqi Wu, Jie Chen et al. · Long Papers8 citations
  79. Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph CompletionMuzhi Li, Cehao Yang, Chengjin Xu et al. · Long Papers8 citations
  80. Speculative Diffusion Decoding: Accelerating Language Generation through DiffusionJacob K Christopher, Brian R. Bartoldson, Tal Ben-Nun et al. · Long Papers8 citations
  81. UFO: A UI-Focused Agent for Windows OS InteractionChaoyun Zhang, Liqun Li, Shilin He et al. · Long Papers8 citations
  82. A Layered Debating Multi-Agent System for Similar Disease DiagnosisYutian Zhao, Huimin Wang, Yefeng Zheng et al. · Short Papers7 citations
  83. An LLM-Based Approach for Insight Generation in Data AnalysisAlberto Sánchez Pérez, Alaa Boukhary, Paolo Papotti et al. · Long Papers7 citations
  84. CVE-Bench: Benchmarking LLM-based Software Engineering Agent's Ability to Repair Real-World CVE VulnerabilitiesPeiran Wang, Xiaogeng Liu, Chaowei Xiao · Long Papers7 citations
  85. Can LLMs Convert Graphs to Text-Attributed Graphs?Zehong Wang, Sidney Liu, Zheyuan Zhang et al. · Long Papers7 citations
  86. DreamSync: Aligning Text-to-Image Generation with Image Understanding FeedbackJiao Sun, Deqing Fu, Yushi Hu et al. · Long Papers7 citations
  87. Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual TranslationYi-Chang Chen, Po-Chun Hsu, Chan-Jan Hsu et al. · Industry Track7 citations
  88. Evaluating Morphological Compositional Generalization in Large Language ModelsMete Ismayilzada, Defne Circi, Jonne Sälevä et al. · Long Papers7 citations
  89. Evaluating Small Language Models for News Summarization: Implications and Factors Influencing PerformanceBorui Xu, Yao Chen, Zeyi Wen et al. · Long Papers7 citations
  90. FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMsForrest Sheng Bao, Miaoran Li, Renyi Qu et al. · Short Papers7 citations
  91. Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-EnhancementQianyue Wang, Jinwu Hu, Zhengping Li et al. · Long Papers7 citations
  92. Guiding Medical Vision-Language Models with Diverse Visual Prompts: Framework Design and Comprehensive Exploration of Prompt VariationsKangyu Zhu, Ziyuan Qin, Huahui Yi et al. · Long Papers7 citations
  93. LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting ProblemsNan Xu, Xuezhe Ma · Long Papers7 citations
  94. LLM-Supported Natural Language to Bash TranslationFinnian Westenfelder, Erik Hemberg, Stephen Moskal et al. · Long Papers7 citations
  95. LLaMA-Berry: Pairwise Optimization for Olympiad-level Mathematical Reasoning via O1-like Monte Carlo Tree SearchDi Zhang, Jianbo Wu, Jingdi Lei et al. · Long Papers7 citations
  96. LiPO: Listwise Preference Optimization through Learning-to-RankTianqi Liu, Zhen Qin, Junru Wu et al. · Long Papers7 citations
  97. MASTER: A Multi-Agent System with LLM Specialized MCTSBingzheng Gan, Yufan Zhao, Tianyi Zhang et al. · Long Papers7 citations
  98. MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context InferenceZhongwei Wan, Hui Shen, Xin Wang et al. · Long Papers7 citations
  99. On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMsNitay Calderon, Roi Reichart · Long Papers7 citations
  100. SPY: Enhancing Privacy with Synthetic PII Detection DatasetMaksim Savkin, Timur Ionov, Vasily Konovalov · Student Research Workshop7 citations

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