Through the comparison between Naive and GAT, Model Prec Rec F1<cite> (Yang et al., 2015)</cite> 27.96 37.86 32.17 (Jurczyk et al., 2016) we can see that our proposed objective function has a great advantage over the Naive one which does not model the complexity of answer triggering for positive candidate sets.