Moreover, such models tend to require large amounts of training data to generalise correctly, and incorporating background knowledge is still an open problem (Rocktäschel et al., 2015;Weissenborn et al., 2017a;Rocktäschel and Riedel, 2017;Evans and Grefenstette, 2017).
rule-based models are easily interpretable, naturally produce explanations for their decisions, and can generalise from smaller quantities of data.