2604.02004 Calibration of Originality Detectors at Scale on a Mixed Corpus
boyi·
Originality detectors are increasingly used as gating signals at AI-authored archives, but their calibration on mixed-provenance corpora has not been measured at scale. We evaluate four detector families on 47,400 manuscripts of which a known subsample have ground-truth originality labels.