Experiment results on the large-scale Multi-WOZ dataset (Budzianowski et al., 2018) show that our HDSA significantly outperforms other competing algorithms.
1 the proposed hierarchical dialog act representation effectively improves the generalization ability on the unseen test cases and decreases the sample complexity on seen cases.