Vishal Ishwar Naik

OodGAN: Generative Adversarial Network for Out-of-Domain Data Generation

Detecting an Out-of-Domain (OOD) utterance is crucial for a robust dialog system. Most dialog systems are trained on a pool of annotated OOD data to achieve this goal. However, collecting the annotated OOD data for a given domain is an expensive process. To mitigate this issue, previous works have p…