Using an SVM, we might expect to be able to effectively learn which of these features should be ignored and which should be combined, to decide the correct direction of entailment in the majority number of cases in our training data.
lee (1999) noted that the substitutability of one word for another was asymmetric and proposed the alpha-skew divergence measure, an asymmetric version of the Kullback-leibler divergence measure.