(3) Our HBTNGMA outperforms feature-based collective methods (Li's Structure, Yang's JointEE and Liu's PSL), it proves that our automatically learned features can efficiently capture semantic information from plain texts.
if we know died triggers a Die event in S1, which is easier to disambiguate, we tend to predict that fired triggers an Attack event.