A Distribution-Free Framework for Rewrite-Based Human-text Detection via Knockoff Filtering

Yi Liu

We propose a distribution-free statistical framework that converts arbitrary rewrite-based detectors into detectors with finite-sample FDR guarantees without retraining. Our key ob…