Fighting Bias with Bias: Promoting Model Robustness by Amplifying Dataset Biases

Yuval Reif, Roy Schwartz

NLP models often rely on superficial cues known as dataset biases to achieve impressive performance, and can fail on examples where these biases do not hold. Recent work sought to…