Adaptive and corrective control
Adaptive RAG systems route retrieval effort, grade returned evidence, and escalate only when the current evidence state is insufficient.
Budget routing
- classifyQuestion complexity
- routeNo, one, or multi-step
- retrieveBudgeted search
- answerSelected path
- Adaptive-RAG
- Self-Route
Evidence correction
- retrieveInitial evidence
- gradeRelevance and trust
- correctFilter or rewrite
- fallbackAlternate source
- generateGrounded answer
- Corrective RAG (CRAG)
Learned trigger
- observeQuery and state
- predictRetrieval benefit
- actRetrieve or skip
- stopSufficiency gate
- Self-RAG
- DioR
- Repoformer
Representation route
- inspectTask structure
- chooseText, graph, or context
- combineConditional evidence
- verifyRoute utility
- R3AG
- RouteRAG