As a large variance can be observed due to how sensitive memory-based models are to parameter initialisation, following<cite> (Sukhbaatar et al., 2015)</cite> and (Liu and Perez, 2017) , we repeat each training 10 times using the Table 4 : Per-response accuracy on the Dialog bAbI tasks.