Below: First three sentences produced by baseline and our proposed model. blue words denotes facts consistency with input, red words denotes facts contradicting with input and italic words denote facts not mentioned in input MLE training on our baseline model and achieve comparable results on ROTOWIRE dataset w.r.t. the previous work<cite> (Wiseman et al., 2017)</cite> .