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Sure there's a better way. https://google-research.github.io/seanet/audiopalm/examples/

There's no reason autoregressive LMs can't be used to model audio data.

Unfortunately this hasn't been released yet and since that paper it is very quiet around that topic so chances are high it (or something similar) will just not be released.

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