These co-hyponym pairs were labelled as positive and the entailment pairs were labelled as negative.
this provides a balanced data set where half of the pairs are positive examples of cohyponyms and the other half, the negative examples, are entailment pairs (with direction unspecified) In both these sets, the average path distance between entailment pairs is 1.64, whereas path distance between co-hyponym pairs is 2.