Weiran Nie

Robustness Testing of Language Understanding in Task-Oriented Dialog

Most language understanding models in task-oriented dialog systems are trained on a small amount of annotated training data, and evaluated in a small set from the same distribution. However, these models can lead to system failure or undesirable output when being exposed to natural language perturba…