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Voice clones of non-native English speakers rated more human

A NeurIPS 2026 paper cloned the voices of 86 non-native English speakers. In 4,000 human ratings, the clones were judged warmer, more authoritative and more human.

According to the Radar entry dated 7 October 2026, a NeurIPS 2026 paper cloned the voices of 86 non-native English speakers using three speech synthesis systems, described generically in the source. In 4,000 human ratings, the clones were judged warmer, more authoritative and more human. The source title compares the clones with other voices, but the recorded text is truncated and does not state the exact target of that comparison.

The study offers evidence on how current TTS voice cloning systems are perceived by listeners, including the effect on trust. This entry includes no further method details. To verify, find the original paper in the NeurIPS 2026 proceedings by its title and authors, and check the evaluation protocol and how speaker consent was obtained.

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