GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation

Derek Chen, Zhou Yu

Practical dialogue systems require robust methods of detecting out-of-scope (OOS) utterances to avoid conversational breakdowns and related failure modes. Directly training a model…