Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection

Pantea Haghighatkhah, Antske Fokkens, Pia Sommerauer +2

Bias elimination and recent probing studies attempt to remove specific information from embedding spaces. Here it is important to remove as much of the target information as possib…