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This could turbocharge ByT5 and other tokenless architectures, whose big downside was the increase in compute over longer sequences. It's easy to imagine a bunch of strategies with variable levels of "focus" and so on with a fixed compute budget assigned on the fly with learned optimizers informing the distribution.




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