For all three datasets, the verbs that were not marked as events were mostly the verbs be, have and do, which we assume to be those occurrences where they act as auxiliaries (91%, 65% and 68% of non-annotated verbs in PB/NB, FB and TE3 respectively).
we also found some surprising cases.