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Speech enhancement can paradoxically *hurt* audio deepfake detection, as the algorithm that improved perceptual speech quality the most actually *reduced* the detection accuracy.
Forget training on entire utterances: PhonemeDF reveals that phoneme-level analysis and KLD can pinpoint the most vulnerable spots in synthetic speech, boosting deepfake detection.
