Adaptive and corrective control

Adaptive RAG systems route retrieval effort, grade returned evidence, and escalate only when the current evidence state is insufficient.

Adaptive and corrective control: architecture comparisonEach lane reads from input to output.

Budget routing

  1. classifyQuestion complexity
  2. routeNo, one, or multi-step
  3. retrieveBudgeted search
  4. answerSelected path
  • Adaptive-RAG
  • Self-Route

Evidence correction

  1. retrieveInitial evidence
  2. gradeRelevance and trust
  3. correctFilter or rewrite
  4. fallbackAlternate source
  5. generateGrounded answer
  • Corrective RAG (CRAG)

Learned trigger

  1. observeQuery and state
  2. predictRetrieval benefit
  3. actRetrieve or skip
  4. stopSufficiency gate
  • Self-RAG
  • DioR
  • Repoformer

Representation route

  1. inspectTask structure
  2. chooseText, graph, or context
  3. combineConditional evidence
  4. verifyRoute utility
  • R3AG
  • RouteRAG

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