intent detection

Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering

Intent Detection is a crucial component of Dialogue Systems wherein the objective is to classify a user utterance into one of multiple pre-defined intents. A pre-requisite for developing an effective intent identifier is a training dataset labeled …

Prompt Augmented Generative Replay via Supervised Contrastive Learning for Lifelong Intent Detection

Identifying all possible user intents for a dialog system at design time is challenging even for skilled domain experts. For practical applications, novel intents may have to be inferred incrementally on the fly. This typically entails repeated …