In the latest SemEval campaign (UzZaman et al., 2013), the rule-based Hei-delTime (Strötgen and Gertz, 2010) out performed machine-learning and hybrid counterparts by a large margin.
statistical systems obtained promising results with respect to temporal entity extraction.