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actually gives you a reasonable first approximation to word vectors very old method works reasonably well now what works even better than simple PCA is
actually a model introduced by Thomas McAuliffe in 2013 called word Tyvek so
instead of capturing Corcoran's counts directly out of a matrix like that you'll actually go through each window in a large corpus and try to predict a
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