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Ah, so you mean early neural nets work, not ML. Work on statistical ML models of language goes back to circa 1950, for instance, and really looks remarkably modern in some ways.
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"the key breakthrough" seems like a fruitless search 😀 Backprop, Turing-completeness, the transistor, GPUs, (really) big data & other regularization techniques [etc etc etc].
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