predicate-argument structure, as features for the classifiers (Llorens et al., 2010;Laokulrat et al., 2013;D'Souza and Ng, 2013).
our goal is to compare classification performance on temporal relations using traditional features and word embeddings, which have recently shown to achieve good generalisation capabilities in several NLP tasks.