Shielded Representations: Protecting Sensitive Attributes Through Iterative Gradient-Based Projection

Shadi Iskander, Kira Radinsky, Yonatan Belinkov

Natural language processing models tend to learn and encode social biases present in the data. One popular approach for addressing such biases is to eliminate encoded information f…