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. Align Documents to Questions: Question-Oriented Document Rewriting for Retrieval-Augmented Generation

    Apr 19, 2026Jiaang Li, Zhendong Mao, Quan Wang +2Retrieval-Augmented GenerationText Generation

    University of Science and Technology of China · Beijing University of Posts and Telecommunications

  2. RoTRAG: Rule of Thumb Reasoning for Conversation Harm Detection with Retrieval-Augmented Generation

    Apr 19, 2026Juhyeon Lee, Wonduk Seo, Junseo Koh +3Retrieval-Augmented GenerationToxicity Detection

    Peking University · Enhans; Peking University · Enhans +1

  3. A Case Study on the Impact of Anonymization Along the RAG Pipeline

    Apr 17, 2026Andreea-Elena Bodea, Stephen Meisenbacher, Florian MatthesRetrieval-Augmented GenerationRAG Security

    Technical University of Munich · School of Computation, Information and Technology · Garching, Germany

  4. RAGognizer: Hallucination-Aware Fine-Tuning via Detection Head Integration

    Apr 17, 2026Fabian Ridder, Laurin Lessel, Malte SchillingRetrieval-Augmented GenerationLLM Hallucination Mitigation

    Computer Science Department, University of Münster, Münster, Germany

  5. CHOP: Chunkwise Context-Preserving Framework for RAG on Multi Documents

    Apr 17, 2026Hyunseok Park, Jihyeon Kim, Jongeun Kim +1Document ChunkingRetrieval-Augmented Generation

    HDC LABS Republic of Korea

  6. Skill-RAG: Failure-State-Aware Retrieval Augmentation via Hidden-State Probing and Skill Routing

    Apr 17, 2026Kai Wei, Raymond Li, Xi Zhu +4Retrieval-Augmented GenerationAdaptive Retrieval

    University of Michigan · University of British Columbia · Rutgers University +4

  7. Rethinking the Necessity of Adaptive Retrieval-Augmented Generation through the Lens of Adaptive Listwise Ranking

    Apr 17, 2026Jun Feng, Jiahui Tang, Zhicheng He +5Retrieval-Augmented GenerationLearning to Rank

    Hefei University of Technology · University of Science and Technology of China

  8. Improving Retrieval-Augmented Generation without Taxonomy-based Error Categorization

    Apr 16, 2026Gongbo Zhang, Yifan Peng, Chunhua WengLLM Self-CorrectionRetrieval-Augmented Generation

    Columbia University · Weill Cornell Medicine

  9. IG-Search: Step-Level Information Gain Rewards for Search-Augmented Reasoning

    Apr 16, 2026Zihan Liang, Yufei Ma, Ben Chen +6Retrieval-Augmented GenerationRL for Language Model Reasoning

    Kuaishou Technology

  10. Enhancing Mental Health Counseling Support in Bangladesh using Culturally-Grounded Knowledge

    Apr 16, 2026Md Arid Hasan, Azhagu Meena SP, Aditya Khan +6Retrieval-Augmented GenerationMental Health Counseling

    University of Toronto, Canada · mPower Social Enterprises Ltd, Bangladesh · National Institute of Mental Health, Bangladesh +2

  11. Don't Retrieve, Navigate: Distilling Enterprise Knowledge into Navigable Agent Skills for QA and RAG

    Apr 16, 2026Yiqun Sun, Pengfei Wei, Lawrence B. HsiehRetrieval-Augmented GenerationLLM Agent Skill Learning

    Magellan Technology Research Institute (MTRI)

  12. Retrieval-Augmented Generation Must Move Beyond Factual Grounding to Represent Diverse Opinions

    Apr 13, 2026Aditya Agrawal, Alwarappan Nakkiran, Aman Singh Thakur +2Retrieval-Augmented GenerationAleatoric Uncertainty

  13. Where Does Robustness Live? Neuron-Guided Adaptation for Retrieval-Augmented Language Models

    Apr 2, 2026Jae O Lee, Jaemin Kim, Sumyeong Ahn +1Retrieval-Augmented GenerationFine-Tuning

    1Hanyang University · 2KENTECH

  14. Optimizing RAG Rerankers with LLM Feedback via Reinforcement Learning

    Apr 2, 2026Yuhang Wu, Xiangqing Shen, Fanfan Wang +4Retrieval-Augmented GenerationReinforcement Learning

    School of Computer Science and Engineering, Nanjing University of Science and Technology, China · School of Intelligence Science and Technology, Nanjing University, China · School of Artificial Intelligence, Nanjing University, China

  15. Sustainable Hybrid Document-Routed Retrieval for Financial RAG: Resolving the Robustness-Precision Trade-off

    Mar 26, 2026Zhiyuan Cheng, Longying Lai, Yue LiuRetrieval-Augmented GenerationFinancial QA

    School of Engineering, Stanford University, Stanford, CA, USA · bSimon Business School, University of Rochester, Rochester, NY, USA · cAccounting & Information Systems, Rutgers University, Newark, NJ, USA

  16. Guideline-grounded retrieval-augmented generation for ophthalmic clinical decision support

    Mar 23, 2026Shuying Chen, Sen Cui, Zhong CaoMultimodal RAGRetrieval-Augmented Generation

    School of Artificial Intelligence and Data Science University of International Business and Economics Beijing, China · Tsinghua University Beijing, China · Heidelberg Institute of Global Health, Faculty of Medicine and University Hospital Heidelberg University Heidelberg, Germany

  17. PACE-RAG: Patient-Aware Contextual and Evidence-Constrained RAG for Clinical Drug Recommendation

    Mar 18, 2026Chaeyoung Huh, Hyunmin Hwang, Jung Hwan Shin +3Retrieval-Augmented GenerationClinical Decision Support

    1Korea Advanced Institute of Science and Technology, KAIST, Republic of Korea · Department of Neurology, Seoul National University Hospital, Republic of Korea · 3Asan Medical Center, University of Ulsan, College of Medicine, Republic of Korea +1

  18. IndexRAG: Index-Time Reasoning for Multi-Hop Retrieval-Augmented Generation

    Mar 17, 2026Zhenghua Bao, Yi ShiMulti-Hop QARetrieval-Augmented Generation

    Continuum AI Shanghai, China · Continuum AI San Francisco, CA, USA

  19. Beyond the Embedding Bottleneck: Adaptive Retrieval-Augmented 3D CT Report Generation

    Mar 16, 2026Renjie Liang, Yiling Ma, Yang Xing +6Radiology Report GenerationMultimodal RAG

    University of Florida · Yale University · University of Southern California

  20. Retrieval-Augmented Generation for Predicting Cellular Responses to Gene Perturbation

    Mar 7, 2026Andrea Giuseppe Di Francesco, Andrea Rubbi, Rishabh Jain +1Single-Cell Perturbation ModelingRetrieval-Augmented Generation

    Sapienza University of Rome, Rome, Italy · ISTI-CNR, Institute of Information Science and Technologies, Pisa, Italy · University of Cambridge, Cambridge, United Kingdom +1

  21. InfoFlow KV: Information-Flow-Aware KV Recomputation for Long Context

    Mar 5, 2026Xin Teng, Canyu Zhang, Shaoyi Zheng +3Retrieval-Augmented GenerationKV Caching

    New York University · New York University Shanghai · Duke University +1

  22. Ontology-Guided Neuro-Symbolic Inference: Grounding Language Models with Mathematical Domain Knowledge

    Feb 19, 2026Marcelo LabreRetrieval-Augmented GenerationLLM Grounding

    Advanced Institute for Artificial Intelligence (AI2)

  23. With Argus Eyes: Assessing Retrieval Gaps via Uncertainty Scoring to Detect and Remedy Retrieval Blind Spots

    Feb 10, 2026Zeinab Sadat Taghavi, Ali Modarressi, Hinrich Schutze +1Retrieval-Augmented GenerationRetrieval Robustness

    Lucerne University of Applied Sciences and Arts (HSLU) · Center for Information and Language Processing (CIS), Ludwig Maximilian University of Munich (LMU) · Munich Center for Machine Learning (MCML)

  24. CausalRAG2: Hierarchical Causal Knowledge Graph Design for RAG

    Feb 4, 2026Nengbo Wang, Tuo Liang, Vikash Singh +6KG ConstructionRetrieval-Augmented Generation

    Department of Computer and Data Sciences, Case Western Reserve University, Cleveland, OH, USA · Design and Innovation Department, Case Western Reserve University, Cleveland, OH, USA

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

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

    M365 Research, Microsoft.

  26. 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

  27. 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

  28. 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

  29. 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

  30. 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