In our first experiment, we examine the utility of a QA dataset in relation to the slot-filling task of <cite>Levy et al. (2017)</cite> . <cite>Their</cite> zero-shot model generalised from seen relations to unseen relations by translating all relations into natural language question templates, such as Where was XXX born? for the relation place of birth.