Before revision: Most language understanding models in  dialog systems are trained on a small amount of annotated training data, and evaluated in a small set from the same distribution.
After revision: 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.