slightly better results were obtained by not splitting the training data into smaller sets; for the remaining languages, accuracy was improved by using the CPOSTAG of Next as the defining feature for the split (instead of POSTAG).
hence, children of the root node in the final output may not have been predicted as such by the treebank-induced classifier.