While outperforming end-to-end dialogue models on bAbI Dialog Tasks in a zero-shot setup  due to its prior linguistic knowledge in the form of a dialogue grammar, this method inherited the limitations of it as well.
it's limited to a single domain until a wide-coverage grammar is available.