Simple, Fast, Accurate Intent Classification and Slot Labeling

Arshit Gupta
Arshit Gupta
John Hewitt
John Hewitt

arXiv: Computation and Language, 2019.

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Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

In real-time dialogue systems running at scale, there is a tradeoff between system performance, time taken for training to converge, and time taken to perform inference. In this work, we study modeling tradeoffs intent classification (IC) and slot labeling (SL), focusing on non-recurrent models. We propose a simple, modular family of neur...More

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