Chain of Thought Explanation for Dialogue State Tracking

arXiv:2403.04656v1 Announce Type: new
Abstract: Dialogue state tracking (DST) aims to record user queries and goals during a conversational interaction achieved by maintaining a prede- fined set of slots and their corresponding values. Current approaches decide slot values opaquely, while humans usually adopt a more deliberate approach by collecting information from relevant dialogue turns and then reasoning the appropriate values. In this work, we focus on the steps needed to figure out slot values by proposing a model named Chain-of-Thought-Explanation …

abstract arxiv chain of thought conversational cs.cl current dialogue humans information queries set state thought tracking type values