... codifications of roles (PropBank and VerbNet) and some particular settings, e.g., in- cluding/excluding verb–specific information in fea-tures, labeling of infrequent and unseen verb pred-icates, and ... fortesting (yielding 13,146 occurrences for training and 2,723 occurrences for testing; see Table 4).The results obtained after training and testing theclassifier are shown in the last rows in Table ... provided in the corpus, including the verbsenses in PropBank and VerbNet. This informationwas available both in the training and test, and wasthus used as an additional feature by the classifierand...