We use logistic regression, with features φ p ij and parameter w p , as a probabilistic model of predicate entailment (and so for arguments with φ a ij and w a ): where σ is the sigmoid σ (z) = 1 1+e −z .
we create a large dataset of gold-standard proposition entailment graphs, and provide a novel algorithm for automatically constructing them.