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We present the second edition of the VoiceMOS Challenge, a scientific eventthat aims to promote the study of automatic prediction of the mean opinionscore (MOS) of synthesized and processed speech. This year, we emphasizereal-world and challenging zero-shot out-of-domain MOS prediction with threetracks for three different voice evaluation scenarios. Ten teams from industryand academia in seven different countries participated. Surprisingly, we foundthat the two sub-tracks of French text-to-speech synthesis had largedifferences in their predictability, and that singing voice-converted sampleswere not as difficult to predict as we had expected. Use of diverse datasetsand listener information during training appeared to be successful approaches.

The VoiceMOS Challenge 2023: Zero-shot Subjective Speech Quality Prediction for Multiple Domains