We first report the results of experiments using a training methodology of 10-fold crossvalidation repeated 50 times.
for the majority vote, verbs with frequency less than 100 yield an accuracy of 92%, K = .84; verbs with frequency between 100 and 1000, accuracy 80%, K = .69; and for verbs with frequency over 1000, accuracy 90%, K = .82.