Towards Efficient Active Learning in NLP via Pretrained Representations

Artem Vysogorets, Achintya Gopal

Fine-tuning Large Language Models (LLMs) is now a common approach for text classification in a wide range of applications. When labeled documents are scarce, active learning helps…