We attribute this to the Zipf-Mandelbrot distribution of word frequencies (Montemurro, 2001) and the effect frequency has on each word type's contribution to global mutual information.
the majority of words share little mutual information with most other words; thus, most words may be clustered quickly and will not later be moved -later cluster changes are unlikely to have strong far-reaching effects.