Before 2017 a model reading a sentence read it in order and struggled to connect a pronoun to a noun eleven words back. Attention changed the shape of the problem. Every position gets to look at every other position and decide how much each one matters, all at once, which is both a better model of language and a far better fit for the hardware.
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