To address this problem, we propose a novel incremental learning framework to design task-oriented dialogue systems, or for short Incremental Dialogue System (IDS), without pre-defining the exhaustive list of user needs.
we introduce an uncertainty estimation module to evaluate the confidence of giving correct responses.