In the trigger classification stage, some previous approaches (Grishman et al., 2005;Ji and Grishman, 2008;Liao and Grishman, 2010;Huang and Riloff, 2012) use patterns to decide the types of event triggers.
pattern-based approaches suffer from low recall since real world events usually have a large variety of representations.