However, such representation impedes the cross-domain transfer between different slots and the cross-slot transfer between different values (e.g the "recommend" under restaurant domain is different from "recommend" under hospital domain).
the sample complexity can grow combinatorially as the potential dialog act space expands in large-scale real-life dialog systems, where the potential domains and actions can grow dramatically.