Towards Robust Few-Shot Text Classification Using Transformer Architectures and Dual Loss Strategies

Xu Han, Yumeng Sun, Weiqiang Huang +2

Few-shot text classification has important application value in low-resource environments. This paper proposes a strategy that combines adaptive fine-tuning, contrastive learning,…