As displayed in the table, Ma's original dataset contains a relatively small number of "no-evocation" instances that causes the problem of skewed distribution.
as a remedy, we added the synset pairs of which the evocation strength was rated as zero in the PWN dataset to this category, finally giving us a data set of 428,790 synset pairs.