Conversational AI/Dialog Systems

Discovering New Intents with Deep Aligned Clustering

Discovering new intents is a crucial task in dialogue system. Most existing methods are limited in transferring the prior knowledge from known intents to new intents. These meth- ods also have difficulties in providing high-quality supervised signals …

Deep Open Intent Classification with Adaptive Decision Boundary

Open intent classification is a challenging task in dialogue systems. On the one hand, it should ensure the quality of known intent identification. On the other hand, it needs to detect the open (unknown) intent without prior knowledge. Current …