Improved Text Classification via Contrastive Adversarial Training

Lin Pan, Chung-Wei Hang, Avirup Sil +1

We propose a simple and general method to regularize the fine-tuning of Transformer-based encoders for text classification tasks. Specifically, during fine-tuning we generate adver…