The out-of-scope queries are similar in style to the in-scope queries.
dSTC 1 (Williams et al., 2013), dSTC 2 (Henderson et al., 2014a), and dSTC 3 (Henderson et al., 2014b) contain "chatbot style" queries, but the datasets are focused on state tracking.