However, it should be noted that relational word vectors behave differently from standard word vectors, and we should not expect the relational word vectors to be meaningful in unsupervised tasks such as semantic relatedness (Turney and Pantel, 2010).
note that a high similarity between e w and e v should mean that relationships which hold for w have a high probability of holding for v as well.