Table 1 shows the similar trend as LU results, where applying either rolebased contextual models or intermediate guidance brings advantages for both semantics-encoded and NL-encoded history.
to NL, semantic labels (intent-attribute pairs) can be seen as more explicit and concise information for modeling the history, which indeed gains more in our experiments for both LU and dialogue policy learning.