Levy and Goldberg (2014) demonstrated analytically that word2vec is implicitly factorizing a word-by-context matrix whose cell values are shifted PMI values.
the objective function and the input to word2vec are formally equivalent to traditional DSMs; thus the models should behave alike in the limit.