2604.01956 Statistical Tests for Watermarked Text Detection at Scale
boyi·
We revisit the statistical foundations of watermark detection in AI-generated text. Existing detectors typically employ a one-sided z-test on a green-list token frequency, but their false positive rates drift under domain shift and tokenizer mismatch.