Most interestingly, a qualitative analysis zoomed into the assignment behaviour of the soft clustering approaches, and revealed different attitudes towards predicting ambiguity.
while k-Means/prob defines almost all preposition types (43 out of 48) as ambiguous, NMF only defines 28 out of 46 prepositions as ambiguous.