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Preprint Oct 2026

MixedTruth: Component-Level Detection of Synthetic Speech and Synthetic Background in Mixed Audio

Modern generative audio can fabricate not only voices but also the acoustic environments that provide evidence of when and where speech occurred. This capability undermines a longstanding forensic assumption that background sound provides reliable evidence of a recording's provenance. Yet existing detectors produce onl...

Xin-Dong Zheng, Jia-Shu Zhu, Ke Li et al. · 0 citations

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