Intent detection and slot filling for Vietnamese

MH Dao, TH Truong, DQ Nguyen - arXiv preprint arXiv:2104.02021, 2021 - arxiv.org
Intent detection and slot filling are important tasks in spoken and natural language
understanding. However, Vietnamese is a low-resource language in these research topics.
In this paper, we present the first public intent detection and slot filling dataset for
Vietnamese. In addition, we also propose a joint model for intent detection and slot filling,
that extends the recent state-of-the-art JointBERT+ CRF model with an intent-slot attention
layer to explicitly incorporate intent context information into slot filling via" soft" intent label …

Intent Detection and Slot Filling for Vietnamese

M Hoang Dao, TH Truong, DQ Nguyen - arXiv e-prints, 2021 - ui.adsabs.harvard.edu
Intent detection and slot filling are important tasks in spoken and natural language
understanding. However, Vietnamese is a low-resource language in these research topics.
In this paper, we present the first public intent detection and slot filling dataset for
Vietnamese. In addition, we also propose a joint model for intent detection and slot filling,
that extends the recent state-of-the-art JointBERT+ CRF model with an intent-slot attention
layer to explicitly incorporate intent context information into slot filling via" soft" intent label …
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