AI article
Genuine Human Speech, Called Synthetic. Nothing Was Generated.
Community description: Thirteen frozen synthetic-speech detectors, hashed before any was scored. A codec round trip of real studio recordings moved 9 of 13 past Holm correction. Griffin-Lim, a 1984 algorithm with no neural network, moved 12 of 13. No generation anywhere.
Dev.to | Sep 18, 2026 | Panagiotis Gkilis
Automated excerpt
Every detector ran on every condition regardless of its AUC. Which transformation moves which detector tracks each checkpoint's documented training exposure across three architectures. Three speakers, 47 utterances, neutral speech, one language.
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