(Liu and Lane, 2016) showed that joint intent and slot model improves upon the individual ones.
we noticed that the test set of the Y!A dataset in (Yang et al., 2016) was smaller compared to the data used in (Zhang et al., 2015;Joulin et al., 2016) and our experiments.