Unsupervised dialogue intent detection via hierarchical topic model

Abstract

One of the challenges during a taskoriented chatbot development is the scarce availability of the labeled training data. The best way of getting one is to ask the assessors to tag each dialogue according to its intent. Unfortunately, performing labeling without any provisional collection structure is difficult since the very notion of the intent is ill-defined.