Active learning (AL) methods, such as uncertainty sampling (Cohn et al., 1995) or query by committee (Seung et al., 1992), can dramatically reduce the cost of creating an annotated dataset.
they enable rapid creation of labeled datasets which can then be used for trainable speech and language technologies.