Retrieval-Augmented Generation

Also known as RAG

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78 papers in the last four weeks, down 13% on the four weeks before. 0.5% of all new papers.

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  1. AdaSearch: Balancing Parametric Knowledge and Search in Large Language Models via Reinforcement Learning

    Dec 18, 2025Tzu-Han Lin, Wei-Lin Chen, Chen-An Li +3Retrieval-Augmented GenerationKnowledge Augmentation for Language Models

    National Taiwan University · Department of Computer Science, University of Virginia

  2. MTRACE: Multilingual Retrieval-Augmented Generation for Temporally Diverse Text Corpora

    Dec 14, 2025Souhail Bakkali, Anthony MudetRetrieval-Augmented GenerationMultilingual IR

    Univ Rennes, CNRS, IRISA - UMR 6074, Rennes, France · L3i-lab, La Rochelle Universit´e, France

  3. Mitigating Hallucination in Large Language Models: A Capability-Oriented Survey on RAG, Reasoning, and Agentic Systems

    Oct 28, 2025Yihan Li, Xiyuan Fu, Ghanshyam Verma +2Retrieval-Augmented GenerationLLM Hallucination Mitigation

    Electronic Information School, Wuhan University, Wuhan, China · School of Computing, Dublin City University, Dublin, Ireland · School of Public Health, Wuhan University, Wuhan, China +2

  4. The Chameleon Nature of LLMs: Quantifying Multi-Turn Stance Instability in Search-Enabled Language Models

    Oct 19, 2025Shivam Ratnakar, Sanjay RaghavendraRetrieval-Augmented GenerationLLM Evaluation

    University of Southern California

  5. Freshness and the Limits of Heuristic Trend Detection in Temporal RAG

    Sep 20, 2025Matthew GrofskyRetrieval-Augmented GenerationTopic Modeling

    Independent Security Researcher

  6. Causal-Counterfactual RAG: The Integration of Causal-Counterfactual Reasoning into RAG

    Sep 17, 2025Harshad Khadilkar, Abhay GuptaRetrieval-Augmented GenerationGraph Retrieval-Augmented Generation

    Indian Institute of Technology Bombay · Indian Institute of Technology Patna

  7. Using Large Language Models for Legal Decision-Making in Austrian Value-Added Tax Law: A Comparative Study

    Jul 11, 2025Marina Luketina, Andrea Benkel, Christoph G. SchuetzAI-Assisted Decision MakingLegal Reasoning

    University of Applied Sciences Upper Austria – Campus Steyr, Wehrgrabengasse 1–3, Steyr, 4400, Austria · Johannes Kepler University Linz, Altenberger Str. 69, Linz, 4040, Austria

  8. KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG

    Jun 3, 2025Yongjian Li, HaoCheng Chu, Yukun Yan +7Retrieval-Augmented GenerationLLM Alignment

    School of Biomedical Engineering, Tsinghua Medicine, Tsinghua University · 2Tsinghua Laboratory of Brain and Intelligence · School of Informatics, Xiamen University +6

  9. Even Small Reasoners Should Quote Their Sources: Introducing the Pleias-RAG Model Family

    Apr 25, 2025Pierre-Carl Langlais, Pavel Chizhov, Mattia Nee +6Retrieval-Augmented GenerationLLM Grounding

    PleIAs, Paris, France

  10. Learning to Erase Private Knowledge from Multi-Documents for Retrieval-Augmented Large Language Models

    Apr 14, 2025Yujing Wang, Jinwen Chen, Hainan Zhang +5Retrieval-Augmented GenerationPrivacy Leakage in Language Models

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing School of Artificial Intelligence, Beihang University, China Beijing, China

  11. ParamMute: Suppressing Knowledge-Critical FFNs for Faithful Retrieval-Augmented Generation

    Feb 21, 2025Pengcheng Huang, Zhenghao Liu, Yukun Yan +8Retrieval-Augmented GenerationKnowledge Conflicts in Language Models

    School of Computer Science and Engineering, Northeastern University, China · Department of Computer Science and Technology, Institute for AI, Tsinghua University, China · Microsoft Research Asia, Beijing, China +1

  12. XRAG: eXamining the Core -- Benchmarking Foundational Components in Advanced Retrieval-Augmented Generation

    Dec 20, 2024Qili Zhang, Qianren Mao, Yangyifei Luo +15Retrieval-Augmented GenerationRAG Evaluation

    †Zhongguancun Laboratory · ∗Beihang University · ‡Nanyang Technological University +1

  13. Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation

    Nov 23, 2024Junhyeok Lee, Yujin Oh, Dahyoun Lee +9Radiology Report GenerationRetrieval-Augmented Generation

    Cancer Biology, Seoul National University College of Medicine, Korea · Radiology, Massachusetts General Hospital and Harvard Medical School, USA · Biomedical Systems Informatics, Yonsei University College of Medicine, Korea +10

  14. Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations

    Oct 14, 2024Garima Agrawal, Sashank Gummuluri, Cosimo SperaRetrieval-Augmented GenerationCustomer Support Automation

    Minerva CQ, Sunnyvale, California, USA

  15. HiQA: A Hierarchical Contextual Augmentation RAG for Multi-Documents QA

    Feb 1, 2024Xinyue Chen, Pengyu Gao, Jiangjiang Song +1Retrieval-Augmented GenerationDocument QA

    1Nanjing University of Aeronautics and Astronautics. · 2Southeast University, Nanjing, Jiangsu, China.

  16. MisEdu-RAG: A Misconception-Aware Dual-Hypergraph RAG for Novice Math Teachers

    Date pendingZhihan Guo, Yuting Lu, Jionghao LinRetrieval-Augmented GenerationKnowledge Augmentation for Language Models

    The University of Hong Kong, Hong Kong SAR, China · Carnegie Mellon University, Pittsburgh PA 15213, USA · Monash University, Clayton VIC 3800, Australia