Simple-Sampling and Hard-Mixup with Prototypes to Rebalance Contrastive Learning for Text Classification

Mengyu Li, Yonghao Liu, Fausto Giunchiglia +3

Text classification is a crucial and fundamental task in web content mining. Compared with the previous learning paradigm of pre-training and fine-tuning by cross entropy loss, the…