Corrective RAG Corrective RAG (cRAG): An Advanced Technique to Refine LLM Outputs Corrective RAG (cRAG) is an advanced method for refining LLM outputs. This guide explains how cRAG reduces hallucinations, boosts factual accuracy, and enhances reliability in retrieval-augmented generation systems for real-world applications.