Sulat.com / Writing on AITuesday, November 10, 2026
Microsoft sign on an office facade in 2015.
Artificial Intelligence/5 January 2023

Microsoft presents VALL-E speech synthesis research

A short sample guides speech synthesis.

At a glance

  • A three-second sample supplies the voice prompt.
  • Training used English audiobooks.
  • Results come from the authors’ evaluations.

Microsoft researchers describe VALL-E in a paper submitted on 5 January: a system that can generate speech in an unfamiliar speaker’s voice from a three-second recording, according to their experiments.

Photo: efes, 2015. Original photograph via Wikimedia Commons. CC0 1.0. Recompressed; responsive crops.

It also takes the recording’s transcript and the text to speak. The approach predicts audio codes, then decodes them into sound. Training used 60,000 hours of English audiobooks.

The authors report better listener-rated naturalness and voice similarity than YourTTS on LibriSpeech and VCTK. The reported gains come from the team’s own tests.

The paper acknowledges missed or repeated words and limited accent coverage. It also flags impersonation risks and proposes detection tools as a possible response.


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