Deepfake Lab
unverified
4
•
January 30, 2026
Audio Deepfake Detection in the Age of Advanced Text-to-Speech models
Evidence Level
2/5
How much verified proof exists for this claim
Source: arXiv
Mystery Factor
3/5
How intriguing or unexplained this claim is
Preliminary classification
Recent advances in Text-to-Speech (TTS) systems have substantially increased the realism of synthetic speech, raising new challenges for audio deepfake detection. This work presents a comparative evaluation of three state-of-the-art TTS models--Dia2, Maya1, and MeloTTS--representing streaming, LLM-based, and non-autoregressive architectures. A corpus of 12,000 synthetic audio samples was generated using the Daily-Dialog dataset and evaluated against four detection frameworks, including semant...