We benchmark against other memory network based models: (1) N2N with ADJ and LW<cite> (Sukhbaatar et al., 2015)</cite> ; (2) DMN (Kumar et al., 2016) and its improved version DMN+ (Xiong et al., 2016) ; and (3) GN2N (Liu and Perez, 2017) .