The following works mostly expanded the feature sets (Cheng et al., 2007;Bethard and Martin, 2007;UzZaman et al., 2012;Bethard, 2013;Kolomiyets et al., 2012;Chambers, 2013;Laokulrat et al., 2013).
chambers (2013) used direct dependency path between event pairs to capture syntactic context.