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Preprint Open access Sep 2026

Your Retriever Already Knows: Distribution-Shape QPP for RAG Retrieval Sufficiency

Standard Retrieval-Augmented Generation (RAG) pipelines often provide no reliable inference-time signal of whether retrieval succeeded; on ambiguous or out-of-scope queries, generation may then hallucinate. Motivated by a Czech nuclear-regulator deployment where data sensitivity precludes third-party LLM APIs, we compa...

Matyáš Veselý, M. Prusek, Jirí Franc · 0 citations

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