The model predicts the slot-value label in a non-parametric way based on a certain metric, which enables the model architecture not to structurally depend on domains and slot-types.
a single SUMBT can deal with any pair of domain-slot-type and slot-value, and also can utilize shared knowledge among multiple domains and slots.