Assuming that e 2 is in e 1 's cause argument, we can infer that e 2 occurs Before e 1 since intuitively the cause of an action precedes the action.
we create features for temporal relation classification based on four types of PropBank-style predicate-argument relations, namely directional, manner, temporal, and cause.