SAGE uses offline imitation learning from a latency-quality oracle to choose per-query retrieval budgets, reporting 95% SLO compliance and 51% lower retrieval cost on Natural Questions with 2 points of EM loss.
Self-RAG: Learning to retrieve, generate, and critique through self-reflection,
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SAGE: SLO-Aware Adaptive Retrieval for Production RAG Systems
SAGE uses offline imitation learning from a latency-quality oracle to choose per-query retrieval budgets, reporting 95% SLO compliance and 51% lower retrieval cost on Natural Questions with 2 points of EM loss.