Why it matters

CRAG shapes robust RAG. Understanding shapes design.

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The architecture

Retrieve.

Evaluator scores docs.

Correct: web search + rewrite + strip irrelevant.

Generate with clean context.

CRAG flowRetrieveinitial docsEvaluatorscore relevanceCorrect + generateweb search + rewriteYan et al. 2024; handles low-quality retrieval gracefully
Corrective RAG.
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How it works end to end

Yan et al. 2024.

Evaluator: small classifier.

Correction: web + rewrite.

Better than blind trust in retrieval.