We rewrite (7) for the two conditions: 1. w has one meaning: 2. w has two meanings: With some algebraic manipulations, it can be shown that M (1) > M (2) if the following holds: Thus when (8) holds, the average cosine distance between two samples of a certain word w gets larger as w acquires more meanings.
here we validate the use of the shuffled condition as a proper control.