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When training word2vec, why is a new negative sampling process formulated instead of simply downsampling?
(For background, see The Skip-Gram Model.1 This question does not exactly use their notation, but you should be able to follow along.)
The original skip-gram log-likelihood of a single word, $w$, ...
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