Great Article! How necessary was the unsupervised step? Did you only use intent categories identified by LDA? Did the LDA grouping speed up the manual labeling process? Did you ever determine whether a supervised intent model would have been possible using only the intent labeling by LDA or try to evaluate how much worse such a model would have been compared to the one trained on your manually labeled dataset?