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The intent-slot relation is discovered with cross-attention between intent and slot class prototypes, which are the imply embeddings of the support examples belonging to the identical courses. Although joint learning can improve dialogue language understanding by utilizing the relation between intents and slots, e.g., “Harry Potter” is “film” in “PlayVideo” intent and “book” in “PlayVoice” …

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Traditionally, DST approaches typically assumes that each one candidate slot-worth pairs can be found prematurely, after which a slot-value pair is selected as the predicted one by scoring all slot-worth pairs or performing classification over the set of all slot values (Mrkšić et al. Specifically, within the presence of biological tissues in the near-subject region, …

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