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Corrective Retrieval Augmented Generation

https://doi.org/10.2139/ssrn.5267341
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Ensuring Context Completeness in Retrieval-Augmented Generation for Knowledge-Intensive Question-Answering
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Evaluating Retrieval Augmented Generation: A Comprehensive Review of Evaluation Dimensions, Question Types, and Application
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A Survey of conversational AI from rule based to generative and retrieval augmented generation chatbots
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TM-RAG: a transformer-mamba model for long-text evidence aggregation in retrieval-augmented generation
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ER-MedRAG: A multi-agent reinforcement learning framework for reliable clinical retrieval-augmented reasoning
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AdaKG-RAG: Adaptive KG-guided retrieval-augmented generation with hypothesis-and-verification retrieval for multi-hop question answering
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Are reasoning paradigms scale-aware? A cross-paradigm verification of prompting, retrieval, and knowledge-graph scaffolding for small language models
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AviationCopilot: Building a reliable LLM-based Aviation Copilot inspired by human pilot training
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Labeling-free RAG-enhanced LLM for intelligent fault diagnosis via reinforcement learning
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PE Civil Bench: Advancing Agentic Retrieval-Augmented Generation Performance of Large Language Models on Exam Problems and Automated Component Design
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Knowledge-Enhanced Industrial Question-Answering Using Large Language Models
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QR 3 AG: Dynamic Retrieval-Augmented Generation via Query-Response Relevance Threshold Judgement
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R3-RAG: Reweight, rerank, and reflect for evidence-calibrated scientific multimodal reasoning
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Budgeted evidence set construction for cross-library compliance RAG: Beyond relevance ranking truncation
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Nursing Retrieval-Augmented Generation: Retrieval augmented generation for nursing question answering with large language models
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DocTER: Evaluating document-based knowledge editing
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Towards evidence-aware retrieval-augmented generation via self-corrective chain-of-thought
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Agent design pattern catalogue: A collection of architectural patterns for foundation model based agents
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Prompting large language models with knowledge graphs for question answering involving long-tail facts
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Future of Evidence Synthesis: Automated, Living, and Interactive Systematic Reviews and Meta-analyses
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Cue RAG: Dynamic multi-output cue memory under H framework for retrieval-augmented generation
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ICR: A framework for resolving knowledge conflicts in retrieval-augmented generation
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OPT2CODE: A retrieval-augmented framework for solving linear programming problems
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Up To Date: Automatic Updating Knowledge Graphs Using LLMs
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Design Principles for Integrating Generative Artificial Intelligence in Knowledge Management
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Spectroscopy-centric multimodal fusion (SCMF): Algorithmic strategies, applications, and future prospects
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Autonomous driving system based on dual process theory and deliberate practice theory
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Hierarchical multi-agent reinforcement learning for retrieval-augmented industrial document question answering
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Smart MRAG: Hybrid Retrieval-Augmented Multimodal Q&A Technique
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A retrieval-augmented knowledge mining method with deep thinking LLMs for biomedical research and clinical support
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Grounded Refusal in Dialogue Troubleshooting Agents via Constrained Reinforcement Learning
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Building Advanced RAG Q&A with Multiple Data Sources Using Langchain: A Multi-Search Agent RAG Application in Ubiquitous Learning
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Research on Retrieval-augmented Generation Algorithms for Large Language Models
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Meta data retrieval for data infrastructure via RAG
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Comparative Performance Metrics Across Diverse Retrieval Augmented Generation Architectures in On-Premises Experimental Settings
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LLMSecConfig: An LLM-Based Approach for Fixing Software Container Misconfigurations
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MMInfluencer: A Multimodal AI Framework for Influencer Marketing Tasks Using Large Language Models
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A Structure Tree-Based Multi-Document Retrieval-Augmented Generation Method for Civil Aircraft Manufacturing Processes
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CARTA: Context-Aware Dual Retrieval and Chain-of-Thought Task Allocation for Environment-Grounded Elderly Care
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Accelerating Retrieval-Augmented Generation
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Conversational Data Stories
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RAGuru: A Tool to Create and Automatically Deploy Workload Optimized RAG
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DReX: Accurate and Scalable Dense Retrieval Acceleration via Algorithmic-Hardware Codesign
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Enhancing Game AI Behaviors with Large Language Models and Agentic AI
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RAG-WM: An Efficient Black-Box Watermarking Approach for Retrieval-Augmented Generation of Large Language Models
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Detecting Malicious Source Code in PyPI Packages with LLMs: Does RAG Come in Handy
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Aligning Extraction and Generation for Robust Retrieval-Augmented Generation
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IRAG: Robust Multimodal Retrieval-Augmented Generation via Hazard Separation
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Reasoning in Trees: Improving Retrieval-Augmented Generation for Multi-Hop Question Answering
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Graph-Based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey
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Push and Pull : Defending against Retrieval Poisoning Attacks via Embedding Space Reshaping
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Advanced Research Assistance Generation and Multimodal Data Analysis using LLM and LangChain
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ARHN: Answer-Centric Relabeling of Hard Negatives with Open-Source LLMs for Dense Retrieval
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A Survey on Retrieval-Augmented Text Generation for Large Language Models
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RAG-Governor: Unified Governance for Trustworthy and Cost-Efficient Retrieval-Augmented Generation with SLO Guarantees
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Ranking Is Not Authority: Executable Context-Routing Contracts for Coding Agents
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Doctopus: Budget-Aware Structural Table Extraction from Unstructured Documents
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RAGPerf: An End-to-End Benchmarking Framework for Retrieval-Augmented Generation Systems
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Modular RAG-based Legal Question Answering System Reflecting the Hierarchical Structure of Civil Law
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A RAG Method based on Query-Conditioned Retrieval Units
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Ukrainian RAG System with Morphological Normalization and Fact Verification
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Three trustworthiness challenges in large language model-based financial systems: real-world examples and mitigation strategies
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Designing Question-Answer Based Search System in Libraries: Application of Open Source Retrieval Augmented Generation (RAG) Pipeline
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Agentni sistem RAG za podporo zaposlenim v večjih podjetjih
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Candidate Utilization Gap in Multi-Hop Retrieval-Augmented Generation: Trajectory-Aware Evidence Reranking and Risk-Aware Answer Adoption
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An Advanced RAG - Based Pipeline for Precise Legal Information Retrieval
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Use of Retrieval-Augmented Large Language Model for COVID-19 Fact-Checking: Development and Usability Study
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Finite State Machine–Guided Retrieval-Augmented Generation Improves Expert-Rated Acceptability of a Peripherally Inserted Central Catheter Self-Management Chatbot: Single-Center Content Validation Study
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FT-HashRAG: Combining Hash Retrieval-Augmented Generation with Fine-Tuning for Universal Explainable Recommendation
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Evidence-Gated Generative AI: A Reliability-Oriented Architecture for Retrieval-Augmented Enterprise Knowledge Systems
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From Illusion to Insight: A Taxonomic Survey of Hallucination Mitigation Techniques in LLMs
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Leveraging RAG with ACP & MCP for Adaptive Intelligent Tutoring
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Retrieval-Augmented Generation (RAG) and Large Language Models (LLMs) for Enterprise Knowledge Management and Document Automation: A Systematic Literature Review
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EduMSRA: A Multi-Source Educational Research Agent Integrating Retrieval-Augmented Generation and Model Context Protocol for Adaptive Intelligent Tutoring Systems
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SES-RAG: An Adaptive Framework with ModernBERT Segmentation and Generative-Alignment Expansion
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Anomalies in AI Outputs Beyond Input Data Quality: The Significance of Reasoning
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Agentic Knowledge Curation Versus Full-Context Retrieval: An Empirical Study of Retrieval Failure Topology in Long-Context LLM Systems
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A Digital-Twin-Based and RAG-Based LLM Agent Framework for Intelligent Bearing Diagnosis and Maintenance
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Translate, Search, or Answer: Cost-Aware Cross-Lingual Retrieval for Kazakh Small Language Models
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An Adaptive Multi-Agent Framework for Semantic-Aware Process Mining
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Lightweight Two-Stage RAG Retrieval Model Construction and Optimization for Coal Mine Safety: An Industrial RegTech and Industry 5.0 Perspective
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Design and Performance Evaluation of LLM-Based RAG Pipelines for Chatbot Services in International Student Admissions
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Cognitive Chain-Based Dual Fusion Framework for Multi-Document Summarization
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Towards Self-Evolving Agents: A Dual-Process Framework for Continual Context Refinement
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Private-RAG: A Privacy-Preserving Retrieval-Augmented Generation Method for Large Model Inference
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Structural Information Representation for Retrieval over Hierarchical Technical Documents: Insights from 3GPP Standards
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Automatic and User-Centered Evaluation of an AI-Driven Korean Recipe RAG Chatbot: Alignment, Mismatch, and Actionability
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Enhanced Hybrid Retrieval-Augmented Model for Question Answering in High-Sensitivity Domains
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SP-TeachLLM: An LLM-Driven Framework for Personalized and Adaptive Programming Education
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HierFinRAG—Hierarchical Multimodal RAG for Financial Document Understanding
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BRAG: Bayesian Retrieval-Augmented Generation; A Methodological Framework for Evidence-Governed Decision Support
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From Retrieval to Evidence: A Task-Adaptive Two-Layer Knowledge Architecture for LLM Agents
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ResQConnect: An AI-Powered Multi-Agentic Platform for Human-Centered and Resilient Disaster Response
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Trustworthy Generation and Verification-Guided Correction for ChatGPT-Type Large Language Models: Symmetry-Aware Technical Mechanisms and Ethical Risk Analysis
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A Review of Retrieval-Augmented Generation Technology
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LLM-Enabled Multi-Agent Collaborative Instrument Control for Automated Microelectronic Testing
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