Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training

Haode Zhang, Haowen Liang, Liming Zhan +2

We consider the task of few-shot intent detection, which involves training a deep learning model to classify utterances based on their underlying intents using only a small amount…