While other domains have shown progress on event extraction using neural methods (Nguyen and Grishman, 2015;Nguyen et al., 2016;Feng et al., 2016), recent progress in the temporal relation domain is focused more on the setting where gold events are provided.
we first show the performance of a neural event extractor on this task, although it is not our main contribution.