For better comparison, we use the same data split as previous works (Chen and Ji, 2009;Zeng et al., 2016;Feng et al., 2018;Lin et al., 2018).
the ACE2005 (LDC2006T06) contains 697 articles, with 569 articles for training, 64 for validating and the rest 64 for testing.