Recall that existing approaches have relied primarily on morphosyntactic features as well as a few semantic features extracted from WordNet synsets and VerbOcean's (Chklovski and Pantel, 2004) semantic relations.
we propose not only novel lexical and grammatical features, but also sophisticated features involving semantics and discourse.