Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding

Judith Gaspers, Quynh Do, Fabian Triefenbach

Despite the fact that data imbalance is becoming more and more common in real-world Spoken Language Understanding (SLU) applications, it has not been studied extensively in the lit…