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georgehm 10 days ago

Embedded within that developer page is a good explainer of the encoder free architecture . https://newsletter.maartengrootendorst.com/p/a-visual-guide-...

amelius 9 days ago | parent | next [-]

I skimmed it, but I still wonder why (1) we still need a tokenizer for text, and (2) why the other modalities (audio/video) don't need one.

sigmoid10 9 days ago | parent [-]

How do you think the other modalities are fed into the attention layers? The other modalities are tokenized as well, that's literally what these separate image/audio encoders created as output before feeding it into the main network. Tokenization is at its core just a tradeoff between sequence length and embedding size, so it will probably stay relevant as long as attention layers scale quadratically with sequence length.

asim 10 days ago | parent | prev [-]

That's a great explainer, thanks for sharing it.