The state-of-the-art systems for event detection on the ACE 2005 dataset have followed the traditional feature-based approach with rich hand-designed feature sets, and statistical classifiers such as MaxEnt and perceptron for structured prediction in a joint architecture (Hong et al., 2011;<cite> Li et al., 2013b)</cite> .