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Most research looks more incremental than people think. AlexNet is based on much work by Fukushima, Yann LeCun and others. Likewise, ELMO and BERT are based on 2015 work on pretrained language models:

https://papers.nips.cc/paper/5949-semi-supervised-sequence-l...



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