In our graph-based parsing setting, we do not have a notion of parse history or partial derivations that directly connect intransitive and transitive verbs.
syntactic analogies still hold to a considerable degree in the vector representations of supertags induced by our joint models, with average rank of the correct answer nearly the same as that obtained in the transition-based parser.