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ACL 2026: all accepted papers

2,650 papers · page 1 of 27 · the most cited first · ← ACL 2026

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  1. Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic EncodersYupeng Hou, Jiacheng Li, Xiangjun Fu et al. · Long Papers52 citations
  2. Apertus: Democratizing Open and Compliant LLMs for Global Language EnvironmentsAlejandro Hernández-Cano, Alexander Hägele, Allen Hao Huang et al. · Long Papers16 citations · our summary
  3. Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement LearningSikuan Yan, Xiufeng Yang, Zuchao Huang et al. · Long Papers8 citations
  4. MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document ParsingJunbo Niu, Zheng Liu, Zhuangcheng Gu et al. · Industry Track8 citations
  5. Claim Verification in the Age of Large Language Models: A SurveyAlphaeus Dmonte, Roland R Oruche, Marcos Zampieri et al. · Student Research Workshop7 citations
  6. LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion ModelsFengqi Zhu, Rongzhen Wang, Shen Nie et al. · Long Papers7 citations
  7. Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream TasksMiaomiao Li, Hao Chen, Yang Wang et al. · Long Papers7 citations
  8. AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale CorporaJiaxin Bai, Wei Fan, Qi Hu et al. · Long Papers6 citations
  9. CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding TasksHongchao Jiang, Yiming Chen, Yushi Cao et al. · Long Papers6 citations
  10. AI use in American newspapers is widespread, uneven, and rarely disclosedJenna Russell, Marzena Karpinska, Destiny Akinode et al. · Long Papers5 citations
  11. Formally Specifying the Intended Behavior of the Program: LLM-Driven Neuro-Symbolic Program Specification SynthesisCheng Wen, Hu Junjie, YiKun Hu et al. · System Demonstrations5 citations
  12. HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video UnderstandingHaowei Zhang, Shudong Yang, Jinlan Fu et al. · Long Papers5 citations
  13. MulVul: Retrieval-augmented Multi-Agent Code Vulnerability Detection via Cross-Model Prompt EvolutionZihan Wu, Jie Xu, Yun Peng et al. · Long Papers5 citations
  14. OctoTools: A Multi-Agent Framework with Extensible Tools for Complex ReasoningPan Lu, Bowen Chen, Sheng Liu et al. · Long Papers5 citations
  15. End-to-End Optimization of LLM-Driven Multi-Agent Search Systems via Heterogeneous-Group-Based Reinforcement LearningGuanzhong Chen, Shaoxiong Yang, Chao Li et al. · Long Papers4 citations
  16. GenDis: Generative-Discriminative Dual-View Co-Training for Generalized Category DiscoveryXi Chen, Chuan Qin, Jinpeng Li et al. · Long Papers4 citations
  17. Paramanu: Compact and Competitive Monolingual Language Models for Low-Resource Morphologically Rich Indian LanguagesMitodru Niyogi, Eric Gaussier, Arnab Bhattacharya · Long Papers4 citations
  18. ProgressLM: Towards Progress Reasoning in Vision-Language ModelsJianshu Zhang, Chengxuan Qian, Haosen Sun et al. · Long Papers4 citations
  19. TLSA: LLM-Guided Text-Label Space Alignment with Contrastive Learning for Generalized Category DiscoveryWenxi Xu, Chuan Qin, Xi Chen et al. · Long Papers4 citations
  20. Thinking beyond the anthropomorphic paradigm benefits LLM researchLujain Ibrahim, Myra Cheng · Long Papers4 citations
  21. How Memory Management Impacts LLM Agents: An Empirical Study of Experience-Following BehaviorZidi Xiong, Yuping Lin, Wenya Xie et al. · Long Papers3 citations
  22. MM-StanceDet: Retrieval-Augmented Multi-modal Multi-agent Stance DetectionWeihai Lu, Zhejun Zhao, Yanshu Li et al. · Long Papers3 citations
  23. MMCLIP: Cross-Modal Attention Masked Modelling for Medical Language-Image Pre-TrainingBiao Wu, Yutong Xie, Zeyu Zhang et al. · Long Papers3 citations
  24. PII-Bench: Evaluating Query-Aware Privacy Protection SystemsHao Shen, Zhouhong Gu, Haokai Hong et al. · Long Papers3 citations
  25. PLAWBENCH: A Rubric-Based Benchmark for Evaluating LLMs in Real-World Legal PracticeYuzhen Shi, Huanghai Liu, Yiran HU et al. · Long Papers3 citations
  26. ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQLYaxun Dai, Wenxuan Xie, Xialie Zhuang et al. · Long Papers3 citations
  27. SCOUT: Selective Coupling via Optimal Unbalanced Transport for Interpretable Text ClassificationJunhao Jia, Hanwen Zheng, Yueyi Wu et al. · Long Papers3 citations
  28. TAMAS: Benchmarking Adversarial Risks in Multi-Agent LLM SystemsIshan Kavathekar, Hemang Jain, Ameya Rathod et al. · Long Papers3 citations
  29. ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware FilteringMarianne Menglin Liu, Daniel Garcia, Fjona Parllaku et al. · Long Papers3 citations
  30. Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control SystemsXingchen Zou, Yuhao Yang, Zheng Chen et al. · Long Papers3 citations
  31. Unified Thinker: A General Reasoning Core for Image GenerationSashuai Zhou, Qiang Zhou, Jijin Hu et al. · Long Papers3 citations
  32. UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and GranularitiesWoongyeong Yeo, Kangsan Kim, Soyeong Jeong et al. · Long Papers3 citations
  33. A Survey of Inductive Reasoning for Large Language ModelsKedi Chen, Dezhao Ruan, Yuhao Dan et al. · Long Papers2 citations
  34. ARCQuant: Boosting NVFP4 Quantization with Augmented Residual Channels for LLMsHaoqian Meng, Yilun Luo, Yafei Zhao et al. · Long Papers2 citations
  35. Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal AdjudicationStanisław Sójka, Witold Kowalczyk · Industry Track2 citations
  36. Agentic Memory: Learning Unified Long-Term and Short-Term Memory Management for Large Language Model AgentsYi Yu, Liuyi Yao, Yuexiang Xie et al. · Long Papers2 citations
  37. Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across ModalitiesRajvee Sheth, Samridhi Raj Sinha, Mahavir Patil et al. · Long Papers2 citations
  38. Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text DetectionYang Li, Qiang Sheng, Zhengjia Wang et al. · Long Papers · 🏆 Outstanding Paper2 citations
  39. BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown AttacksRui Miao, Yixin Liu, Yili Wang et al. · Long Papers2 citations
  40. BrowseComp-Plus: A Fair and Disentangled Evaluation Benchmark for Deep Search AgentsZijian Chen, Xueguang Ma, Shengyao Zhuang et al. · Long Papers2 citations
  41. ChartAgent: A Multimodal Agent for Visually Grounded Reasoning in Complex Chart Question AnsweringRachneet Kaur, Nishan Srishankar, Zhen Zeng et al. · Long Papers2 citations
  42. Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language ModelsXin Cheng, Wangding Zeng, Damai Dai et al. · Long Papers2 citations
  43. DimABSA: Building Multilingual and Multidomain Datasets for Dimensional Aspect-Based Sentiment AnalysisLung-Hao Lee, Liang-Chih Yu, Natalia V Loukachevitch et al. · Long Papers2 citations
  44. Dissecting Failure Dynamics in Large Language Model ReasoningWei Zhu, Jian Zhang, Lixing Yu et al. · Long Papers2 citations
  45. DocLens: A Tool-Augmented Multi-Agent Framework for Long Visual Document UnderstandingDawei Zhu, Rui Meng, Jiefeng Chen et al. · Long Papers2 citations
  46. Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive TasksWenqi Zhang, Mengna Wang, Gangao Liu et al. · Long Papers2 citations
  47. Find Your Optimal Teacher: Personalized Data Synthesis via Router-Guided Multi-Teacher DistillationHengyuan Zhang, Shiping Yang, Xiao Liang et al. · Long Papers2 citations
  48. From Trajectories to Graphs: Contract-Checked Editing for Verifier-Guided LLM ReasoningRui Li, Shuang Cao · Long Papers2 citations
  49. GBV-SQL: Guided Generation and SQL2Text Back-Translation Validation for Multi-Agent Text2SQLDaojun Chen, Xi Wang, Shenyuan Ren et al. · Long Papers2 citations
  50. Good Arguments Against the People Pleasers: How Reasoning Mitigates (Yet Masks) LLM SycophancyZhaoxin Feng, Zheng Chen, Jianfei Ma et al. · Long Papers2 citations
  51. HalluCitation Matters: Revealing the Impact of Hallucinated References with 300 Hallucinated Papers in ACL ConferencesYusuke Sakai, Hidetaka Kamigaito, Taro Watanabe · Long Papers2 citations
  52. HeLa-Mem: Hebbian Learning and Associative Memory for LLM AgentsJinchang Zhu, Jindong Li, Cheng Zhang et al. · Long Papers2 citations
  53. HiChunk: Evaluating and Enhancing Retrieval Augmented Generation with Hierarchical ChunkingWensheng Lu, Keyu Chen, Zhifeng Shen et al. · Long Papers2 citations
  54. If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMsSiqi Fan, Xiusheng Huang, Yiqun Yao et al. · Long Papers2 citations
  55. In-depth Research Impact Summarization through Fine-Grained Temporal Citation AnalysisHiba Arnaout, Noy Sternlicht, Tom Hope et al. · Long Papers2 citations
  56. Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge DistillationSiddhant Bhambri, Upasana Biswas, Subbarao Kambhampati · Long Papers2 citations
  57. Is Human-Like Text Liked by Humans? Multilingual Human Detection and Preference Against AIYuxia Wang, Rui Xing, Jonibek Mansurov et al. · Long Papers2 citations
  58. It's High Time: A Survey of Temporal Question AnsweringBhawna Piryani, Abdelrahman Abdallah, Jamshid Mozafari et al. · Long Papers2 citations
  59. LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document UnderstandingZhivar Sourati, Zheng Wang, Marianne Menglin Liu et al. · Long Papers2 citations
  60. LLMs Enable Bag-of-Texts Representations for Short-Text ClusteringI-Fan Lin, Faegheh Hasibi, Suzan Verberne · Long Papers2 citations
  61. Language Reconstruction with Brain Predictive Coding from fMRI DataCongchi Yin, Ziyi Ye, Piji Li · Long Papers2 citations
  62. Lightweight LLM Agent Memory with Small Language ModelsJiaquan Zhang, Chaoning Zhang, Shuxu Chen et al. · Long Papers2 citations
  63. LiveFact: A Dynamic, Time-Aware Benchmark for LLM-Driven Fake News DetectionCheng Xu, Changhong Jin, Yingjie Niu et al. · Long Papers2 citations
  64. LongVideoAgent: Multi-Agent Reasoning with Long VideosRuntao Liu, Ziyi Liu, Jiaqi Tang et al. · Long Papers2 citations
  65. MAGMA: A Multi-Graph based Agentic Memory Architecture for AI AgentsDongming Jiang, Yi Li, Guanpeng Li et al. · Long Papers2 citations
  66. MTAVG-Bench: A Diagnostic Benchmark for Multi-Talker Dialogue-Centric Audio-Video GenerationYanghao Zhou, Haitian Li, Rexar Lin et al. · Long Papers2 citations
  67. MeanAudio: Fast and Faithful Text-to-Audio Generation with Mean FlowsXiquan Li, Junxi Liu, Yuzhe Liang et al. · Long Papers2 citations
  68. MiniRAG: A Lightweight RAG system with Small Language ModelsTianyu Fan, Jingyuan Wang, Xubin Ren et al. · Long Papers2 citations
  69. Mitigating Catastrophic Forgetting in Target Language Adaptation of LLMs via Source-Shielded UpdatesAtsuki Yamaguchi, Terufumi Morishita, Aline Villavicencio et al. · Long Papers2 citations
  70. OneRec-Think: In-Text Reasoning for Generative RecommendationZhanyu Liu, Shiyao Wang, Xingmei Wang et al. · Long Papers2 citations
  71. OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM AlignmentTianci Liu, Ran Xu, Tony Yu et al. · Long Papers2 citations
  72. POLYCHARTQA: Benchmarking Large Vision-Language Models with Multilingual Chart Question AnsweringYichen Xu, Liangyu Chen, Liang Zhang et al. · Long Papers2 citations
  73. ParaCodex: A Profiling-Guided Autonomous Coding Agent for Reliable Parallel Code Generation and TranslationErel Kaplan, Tomer Bitan, Lian Ghrayeb et al. · Long Papers2 citations
  74. RExBench: Can coding agents autonomously implement AI research extensions?Nicholas Edwards, Yukyung Lee, Yujun Audrey Mao et al. · Long Papers2 citations
  75. Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented GenerationAbdelrahman Abdallah, Bhawna Piryani, Jamshid Mozafari et al. · System Demonstrations2 citations
  76. ReContraster: Making Your Posters Stand Out with Regional ContrastPeixuan Zhang, Zijian Jia, Ziqi Cai et al. · Long Papers2 citations
  77. ReasonEmbed: Enhanced Text Embeddings for Reasoning-Intensive Document RetrievalJianlyu Chen, Junwei Lan, Chaofan Li et al. · Long Papers2 citations
  78. ReproEvalCard: A Reporting Standard for Reproducible Evaluation of LLM PipelinesPriyaranjan Pattnayak, Apoorv Bhatia · Short Papers2 citations
  79. SDE-SQL: Enhancing Text-to-SQL Generation in Large Language Models via Self-Driven Exploration with SQL ProbesWenxuan Xie, Yaxun Dai, Wenhao Jiang · Long Papers2 citations
  80. SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMsSihang Zhao, Kangrui Yu, Youliang Yuan et al. · Long Papers2 citations
  81. Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document UnderstandingSensen Gao, Shanshan Zhao, Xu Jiang et al. · Long Papers2 citations
  82. Sentiment Analysis of Yelp Review Dataset: A Comparative Study of Machine Learning MethodsKrishna Thakar, Mohamed Abu Sheha, Emmanuel Thompson · Student Research Workshop2 citations
  83. Spatial-Agent: Agentic Geo-spatial Reasoning with Scientific Core ConceptsRiyang Bao, Cheng Yang, Dazhou Yu et al. · Long Papers2 citations
  84. Structured Semantic Information Helps Retrieve Better Examples for In-Context Learning Applied to Few-Shot Relation ExtractionAunabil Chakma, Mihai Surdeanu, Eduardo Blanco · Long Papers2 citations
  85. Table Question Answering in the Era of Large Language Models: A Comprehensive Survey of Tasks, Methods, and EvaluationWei Zhou, Bolei Ma, Annemarie Friedrich et al. · Long Papers2 citations
  86. The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLPSheriff Issaka, Keyi Wang, Yinka Ajibola et al. · Long Papers2 citations
  87. VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information BottleneckFeiran Zhang, Yixin Wu, Zhenghua Wang et al. · Long Papers2 citations
  88. VeriTaS: The First Dynamic Benchmark for Multimodal Automated Fact-CheckingMark Rothermel, Marcus Kornmann, Marcus Rohrbach et al. · Long Papers · 🏆 Best Resource Paper2 citations
  89. ViDoRe V3: A Comprehensive Evaluation of Retrieval Augmented Generation in Complex Real-World ScenariosAntónio Loison, Quentin Macé, Antoine Edy et al. · Long Papers2 citations
  90. Video-MMMU: Evaluating Knowledge Acquisition from Multidisciplinary Professional VideosKairui Hu, Penghao Wu, Fanyi Pu et al. · Long Papers2 citations
  91. When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent ReasoningHyeong Kyu Choi, Jerry Zhu, Sharon Li · Long Papers2 citations
  92. ART: Attention Replacement Technique to Improve Factuality in LLMsZiqin Luo, Yihao Quan, Xiaofeng Zhang et al. · Long Papers1 citation
  93. AV-Dialog: Spoken Dialogue Models with Audio-Visual InputTuochao Chen, Bandhav Veluri, Hongyu Gong et al. · Long Papers1 citation
  94. Accommodation and Epistemic Vigilance: A Pragmatic Account of Why LLMs Fail to Challenge Harmful BeliefsMyra Cheng, Robert D. Hawkins, Dan Jurafsky · Long Papers1 citation
  95. Agent-based Substructure Counting under Local Differential PrivacyYuting Zhang, Kai Wang, Wei Ni et al. · Long Papers1 citation
  96. AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World ScenariosLisa Alazraki, Lihu Chen, Ana Brassard et al. · Long Papers1 citation
  97. AgentRouter: A Knowledge-Graph-Guided LLM Router for Collaborative Multi-Agent Question AnsweringZheyuan Zhang, Kaiwen Shi, Zhengqing Yuan et al. · Long Papers1 citation
  98. Agentic Rubrics as Contextual Verifiers for SWE AgentsMohit Raghavendra, Anisha Gunjal, Bing Liu et al. · Long Papers1 citation
  99. AiraXiv: An AI-Driven Open-Access Platform for Human and AI ScientistsJunshu Pan, Panzhong Lu, Yixuan Weng et al. · System Demonstrations1 citation
  100. All Languages Matter: Understanding and Mitigating Language Bias in Multilingual RAGDan Wang, Guozhao Mo, Yafei Shi et al. · Long Papers1 citation

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