For example, we can first run a topic classification filter to predict whether or not a document is likely to contain a specific type of event.
because of the limited precision of a simple classifier such as a bag-of-words MaxEnt classifier (for Attack events, the precision is around 69% in ACE data), using it as a pre-filter will lead to event recall or precision errors.