The goal of building intelligent dialogue systems has largely been separately pursued under two paradigms: task-oriented (TOD) systems, which perform task-specific functions, and open-domain (ODD) focus on non-goal-oriented chitchat. modes can potentially be intertwined together seamlessly in the same conversation, as easily done by a friendly human assistant. Such ability is desirable conversa...