The validation set was used to tune the threshold for classifying a pair as positive, as well as the maximum number of each term's most associated contexts (N ).
to the original paper, in which the number of each term's contexts is fixed to N , in this adaptation it was set to the minimum between the number of contexts with LMI score above zero and N .