MacCartney and Manning (2009); Angeli and Manning (2014); and others incorporated knowledge of verb signatures within a natural logic framework (MacCart-ney, 2009;Sánchez Valencia, 1991) in order to perform natural language inference.
in this paper, we revisit the question of whether neural models of natural language inference-which are not explicitly endowed with knowledge of verbs' lexical semantic categorieslearn to make inferences about veridicality consistent with those made by humans.