More recent work sacrifices compositionality in favor of using more open-ended knowledge bases such as Freebase (Cai and Yates, 2013;Berant et al., 2013;Fader et al., 2014;Reddy et al., 2014).
we also anchor all numerical values (numbers, dates, percentages, etc.)