Justin D. Norman

In-the-wild audio deepfakes break standard forensic assumptions: 21 of 29 temporal coherence metrics invert their discriminative direction outside training distributions, with markers like entropy flipping signs entirely between synthetic speech and music.

Kappa deflation reveals that LLM-as-a-Judge models may be overstating their discriminative abilities by up to 41 percentage points.