In many cases, changing the setting of a single hyperparameter yields a greater increase in performance than switching to a better algorithm or training on a larger corpus.
word2vec's smoothing of the negative sampling distribution can be adapted to PPMI-based methods by introducing a novel, smoothed variant of the PMI association measure (see Section 3.2).