As task-oriented dialog systems are becoming increasingly popular in our lives, more
realistic tasks have been proposed and explored. However, new practical challenges arise …

Dialogue systems need to deal with the unpredictability of user intents to track dialogue state
and the heterogeneity of slots to understand user preferences. In this paper we investigate …