Finally, comparing NC-CNN and the CNN model in<cite> (Nguyen and Grishman, 2015b)</cite>, we see that the non-consecutive mechanism significantly improves the performance of the traditional CNN model for ED (up to 2.3% in absolute Fmeasures with p < 0.05).