Sometimes the multi-class classification is replaced by a binary prediction that decides whether or not a particular slot worth pair was expressed by the user, and the listing of candidates comes from either a fixed ontology or the SLU output. Previous neural approaches have modeled domain- and slot-dependent perception trackers, and have difficulty in including…