Corpus: We use three versions of the TempEval-2 training and test sets: (i) the original versions, (ii) the improved versions described in Section 3.3, and (iii) the cleaned versions also used by<cite> Angeli and Uszkoreit (2013)</cite> in which temporal expressions without value information are removed.