DialogUSR: Complex Dialogue Utterance Splitting and Reformulation for Multiple Intent Detection. (arXiv:2210.11279v1 [cs.CL])

While interacting with chatbots, users may elicit multiple intents in a
single dialogue utterance. Instead of training a dedicated multi-intent
detection model, we propose DialogUSR, a dialogue utterance splitting and
reformulation task that first splits multi-intent user query into several
single-intent sub-queries and then recovers all the coreferred and omitted
information in the sub-queries. DialogUSR can serve as a plug-in and
domain-agnostic module that empowers the multi-intent detection for the
deployed chatbots with minimal efforts. We collect a high-quality naturally …

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