Deciding what to ask and how is an indicator of machine understanding (Mostafazadeh et al., 2016), as demonstrated in machine comprehension (Du et al., 2017; Zhou et al., 2017b; Yuan et al., 2017) and question answering (Tang et al., 2017; Wang et al., 2017).