The improvements of recall are due to the fact that to label a cluster of co-hyponyms it is sufficient to lookup hypernyms for only a fraction of words in the clusters.
binary relations will be generated between all cluster hypernyms and the cluster words potentially generating hypernyms missing in the input database.