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The most direct bottleneck is the 32-frame output for a 10-second clip. We can increase temporal resolution by reducing the patch size, increasing the spectrogram resolution, or using hierarchical representations at multiple time scales. The GTZAN latent trajectory hints at what’s possible. Music’s rapid frame-to-frame variation forces the encoder into higher-dimensional, more informative representations. Speech should demand the same, if the temporal resolution allows it.

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let tokens = tokenize(source);

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having both sides exchange all the needed meta data (WAN IP, port predictions,

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马琳,独立研究员,专注于数据分析与市场趋势研究,多篇文章获得业内好评。

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