This distance is the basis of all word similarity tasks that serve to evaluate performance, and thus it may provide a partial explanation for the empirical findings, under the assumption that words are better represented as a population of vectors.
the true source of the reported performance gains may be an artifact of a purely statistical benefit that derives from the assignment of words to particular senses, or separate sub-samples, which subsequently reduces the bias of the similarity estimator.