Linear probes on frozen self-supervised representations closely approach bespoke deepfake detector performance on benchmarks, indicating benchmarks largely measure general modality understanding.
Synthetic audio forensics evaluation (safe) challenge.arXiv preprint arXiv:2510.03387, 2025
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What Do Deepfake Benchmarks Measure? An Audit Using Frozen Self-Supervised Representations
Linear probes on frozen self-supervised representations closely approach bespoke deepfake detector performance on benchmarks, indicating benchmarks largely measure general modality understanding.