Finite-Sample Coverage Audits for High-Recall Candidate Generation: Certification and Learning-Theoretic Design

Martin Anthony, Kaveh Salehzadeh Nobari

An initial high-recall stage in an empirical pipeline decides which items pass to later review, labelling, or modelling, and relevant items it misses are lost to every subsequent s…