In particular, gradient tree boosting has been shown to be highly competitive for ED in recent work (Yang and Chang, 2015;Yamada et al., 2016).
although achieving appealing results, existing gradient-tree-boosting-based ED systems typically operate on each individual mention, without attempting to jointly resolve entity mentions in a document together.