Audit of 39 deepfake speech datasets shows most lack demographic metadata making fairness checks infeasible and reveals substantial overlap in bona fide sources that undermines cross-dataset generalization claims.
DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake V oices,
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Ethical and Technical Limits of Deepfake Speech Datasets
Audit of 39 deepfake speech datasets shows most lack demographic metadata making fairness checks infeasible and reveals substantial overlap in bona fide sources that undermines cross-dataset generalization claims.