Retrieval-Augmented Generation

Also known as RAG

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49 papers in the last four weeks, up 36% on the four weeks before. 0.5% of all new papers.

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  1. Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity

    Feb 3, 2026Menglin Xia, Xuchao Zhang, Shantanu Dixit +6Agent MemoryRetrieval-Augmented Generation

    M365 Research, Microsoft.

  2. Retrieval Augmented (Knowledge Graph), and Large Language Model-Driven Design Structure Matrix (DSM) Generation of Cyber-Physical Systems

    Jan 30, 2026H. Sinan Bank, Daniel R. HerberCyber-Physical SystemsRetrieval-Augmented Generation

    Department of Systems Engineering, Colorado State University, Fort Collins, CO 80523, USA

  3. Quantifying Retriever-Generator Alignment in RAG with Local Explanations

    Jan 29, 2026Korbinian Randl, Guido Rocchietti, Aron Henriksson +3Gradient-Based AttributionRetrieval-Augmented Generation

    Department of Computer and Systems Sciences, Stockholm University, Sweden · BIFOLD, Technische Universität Berlin, Germany · Department of Informatics, Athens University of Economics and Business, Greece +1

  4. Predict the Retrieval! Test time adaptation for Retrieval Augmented Generation

    Jan 16, 2026Xin Sun, Zhongqi Chen, Qiang Liu +5Retrieval-Augmented GenerationTest-Time Adaptation

    NLPR, MAIS, CASIA · Ant Group · USTC

  5. NOVA: NOise-aware Verbal Confidence CAlibration for Robust Large Language Models in RAG Systems

    Jan 16, 2026Jiayu Liu, Rui Wang, Qing Zong +9Retrieval-Augmented GenerationConfidence Estimation in Language Models

    HKUST · UIUC · Northwestern University

  6. To Retrieve or To Think? Cross-Boundary Context Evolution for Multi-hop Complex Reasoning

    Jan 13, 2026Rubing Chen, Jian Wang, Wenjie Li +2Multi-Hop QARetrieval-Augmented Generation

    Department of Computing, The Hong Kong Polytechnic University

  7. 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

  8. 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

  9. 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

  10. 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

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

    Sep 20, 2025Matthew GrofskyRetrieval-Augmented GenerationTopic Modeling

    Independent Security Researcher

  12. 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

  13. 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

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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

  19. 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

  20. 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

  21. 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.

  22. 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

  23. PACE: Perceived-Latency-Aware Cascading Service Routing and Filler Control for QoE-Efficient Retrieval-Augmented Dialogue Serving

    Date pendingLin Huang, Yujuan Tan, Weisheng Li +4Retrieval-Augmented GenerationInference-Time Optimization

    Chongqing University. No. 55, University Town South Road, Gaoxin District, Chongqing, 401331, China · Inspur Yunzhou Industrial Internet Co., Ltd. No.1036 Langchao Road, Lixia District, Jinan, Shandong, 250101, China. · Guoqi Zhimo (Chongqing) Technology Co., Ltd. 5th Floor, Building B15, Xiantao Data Valley, Yubei District, Chongqing, 401122, China. +4