For PPMI transformed PoP spaces, with increasing dimensions, the performance boosts and, furthermore, the variance in performance (i.e., the shaded areas) 15 gets smaller.
for the count-based PoP method without PPMI transformation (shown by the dashdotted lines) and with the number of non-zero elements fixed to 4, increasing m over 2000 decreases the performance.