(I) Transforming grammatical roles into feature vectors: Grammatical roles are fed to our model as indices taken from a finite vocabulary V. In the simplest scenario, V contains {S, O, X, −}.
we will see in Section 3.1 that as we include more entity-specific features, V can contain more symbols.