On the other hand, any word w grammatically related to the PMW via a grammatical relation r provides us with semantic restrictions on the interpretation of the PMW, namely preferred semantic classes A j (we call them abstractions) and a selectional preference score.
this ranking showcases our second major innovation in that the flexibility of our framework allows us to incorporate a wider context than in most prior approaches.