Few-Shot Generalization Across Dialogue Tasks

28 Nov 2018Vladimir VlasovAkela Drissner-SchmidAlan Nichol

Machine-learning based dialogue managers are able to learn complex behaviors in order to complete a task, but it is not straightforward to extend their capabilities to new domains. We investigate different policies' ability to handle uncooperative user behavior, and how well expertise in completing one task (such as restaurant reservations) can be reapplied when learning a new one (e.g. booking a hotel)... (read more)

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