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Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption

Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption

Spoken dialog systems have seen applications in many domains, including medical for automatic conversational diagnosis.State-of-the-art dialog managers are usually driven by deep reinforcement learning models, such as deep Q networks (DQNs), which learn by interacting with a simulator to explore the entire action space since real conversations are limited.However, the …