Note that in cases where an event candidate can potentially belong to multiple event types, one can replace the softmax output node with a set of binary output nodes or a sigmoid to allow for multi-label prediction for each event candidate.
compared to cNN, our FBRNN model achieved better recall but the precision is lower.