From such empirical results we can see that our proposed model using mention separators consistently yields significantly better results (p < 0.01) than the mention hypergraph model across these two datasets, under two setups (whether to optimize F 1 -score or not).
when the state-based approach is used (STATE), our approach is able to obtain a much higher recall, resulting in improved F 1 -score.