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First-search query-level metrics distinguish support availability from ranking, while contradiction exposure complements contradiction-to-gold ratios.
These findings isolate what survives control: presentation can causally redistribute visible citation credit within frozen transcripts, but do not establish reliable source admission, a pure formatting mechanism, or a general rank advantage.
Eval-Pair Matrix, a controlled meta evaluation protocol for source-grounded RAG, is introduced, a controlled meta evaluation protocol for source-grounded RAG that estimates same-model effects by pairing judges on the exact same candidate answer.
ProfileFoundry is a deterministic generator and fixed reference release of 100,000 adult synthetic Person Objects, a responsible synthetic source layer for constructing downstream foundation-model evaluations involving memory, privacy, document understanding, record linkage, and agent state while keeping the synthetic...
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