On the other hand, the observed cooccurrences of non-compositional target phrases are much less likely to have occurred with either of the constituents independently.
a good compositionality function, without any access to the observed co-occurrences of the target phrases, is highly likely to return vectors which are similar to observed phrasal vectors for compositional phrases but much less likely to return similar vectors for non-compositional phrases.