For example, in S2, when predicting the type of a trigger candidate " release", the forward sequence information such as "court" can help the classifier label "release" as a trigger of a "Release-Parole" event.
for feature engineering methods, it is hard to establish a relation between "court" and "release", because there is no direct dependency path between them.