What it contributes
Reuses prior query labels as ranking signals and applies fresh stratified oracle sampling to certify filter precision and recall.
How to read the evidence
October 2026 preprint. Guarantees concern agreement with an oracle under the stated sampling assumptions, not human truth.
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