Prevalence Determines Precision:Silent Contamination in Detector-Defined Datasets
arXiv:2609.11449v1 Announce Type: new Abstract: Many ML datasets are constructed by running a detector, heuristic, or model over candidate pools; accepted items become labels. Dataset precision is the