Don't Retrain, Just Rewrite: Countering Adversarial Perturbations by Rewriting Text

Ashim Gupta, Carter Wood Blum, Temma Choji +4

Can language models transform inputs to protect text classifiers against adversarial attacks? In this work, we present ATINTER, a model that intercepts and learns to rewrite advers…