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Intent detection and slot filling are essential duties in spoken and all-natural language knowledge. Nevertheless, Vietnamese is often a low-resource language in these research subject areas. Within this paper, we current the primary community intent detection and slot filling dataset for Vietnamese. In addition, we also suggest a joint model for intent detection and slot filling, that extends the current condition-of-the-art JointBERT+CRF model with the intent-slot interest layer to explicitly incorporate intent context info into slot filling by way of “tender” intent label embedding.
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Figure one illustrates the architecture of our joint design—named JointIDSF—that contains four levels including: an encoding layer (i.e. encoder) to encode input utterance into contextualized illustration; an intermediate intent-slot awareness layer to explicitly capture the relationship between intent and slot facts; and two decoding levels of intent detection and slot filling to output the corresponding slots and intents labels.
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Our dataset design system includes a few handbook phases. The first section is to make a raw all-natural Vietnamese utterance set that is certainly translated determined by the ATIS dataset, a popular benchmark for intent detection and slot filling in the flight travel area.
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