The model achieves promising results on two representative tasks in dialogs: user topic decision prediction in human-socialbot conversations and dialog act classification in human-human conversations.
we demonstrate that the model can benefit from unlabelled data in the dialog act classification task, where we achieve the state-of-theart results.