Seungmin Seo

Active Learning on Pre-trained Language Model with Task-Independent Triplet Loss

Active learning attempts to maximize a task model’s performance gain by obtaining a set of informative samples from an unlabeled data pool. Previous active learning methods usually rely on specific network architectures or task-dependent sample acquisition algorithms. Moreover, when selecting a batc…