The first rule, the non-trigger filtering rule, filters out those pseudo ones in the test set which do not frequently occur as trigger mentions in the training set.
to keep true triggers in our candidate set as many as possible, we just filter out those candidates which occur as non-triggers more than 5 times in the training set according to our validation on the development set.