To effectively incorporate KB information and perform knowledge- * Corresponding Author based reasoning, memory augmented models have been proposed (Bordes et al., 2017; Seo et al., 2017; Eric and Manning, 2017b; <cite>Madotto et al., 2018</cite>; Raghu et al., 2018; Reddy et al., 2019; Wu et al., 2019) .