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The model is fully probabilistic and autoregressive, with the\npredictive distribution for each audio sample conditioned on all previous ones;\nnonetheless we show that it can be efficiently trained on data with tens of\nthousands of samples per second of audio. When applied to text-to-speech, it\nyields state-of-the-art performance, with human listeners rating it as\nsignificantly more natural sounding than the best parametric and concatenative\nsystems for both English and Mandarin. A single WaveNet can capture the\ncharacteristics of many different speakers with equal fidelity, and can switch\nbetween them by conditioning on the speaker identity. When trained to model\nmusic, we find that it generates novel and often highly realistic musical\nfragments. We also show that it can be employed as a discriminative model,\nreturning promising results for phoneme recognition.","url_abs":"http://arxiv.org/abs/1609.03499v2","url_pdf":"http://arxiv.org/pdf/1609.03499v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 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