2 papers
cs.LG2022
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…
cs.CL2018
Firearms and Tigers are Dangerous, Kitchen Knives and Zebras are Not: Testing whether Word Embeddings Can Tell
Pia Sommerauer, Antske Fokkens
This paper presents an approach for investigating the nature of semantic information captured by word embeddings. We propose a method that extends an existing human-elicited semant…