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Compute scaling requires meaningful tokens, not arbitrary generation

It's not just about compute though, the tokens have some meaning to them. It doesn't work to just get the model to generate arbitrary tokens to increase compute. I would be skeptical of this working even if you trained the model on such examples.

→ View original post on X — @_jasonwei