wefe.fetch_debias_multiclass

wefe.fetch_debias_multiclass() → dict

Fetch the word sets used in the paper Black Is To Criminals Caucasian Is To Police: Detecting And Removing Multiclass Bias In Word Embeddings. It includes gender (male, female), ethnicity(asian, black, white) and religion(christianity, judaism and islam) target and attribute word sets.

References: Thomas Manzini, Lim Yao Chong,Alan W Black, and Yulia Tsvetkov. Black is to criminals caucasian is to police: Detecting and removing multiclass bias in word embeddings. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Lan-guage Technologies, Volume 1 (Long and Short Papers),pages 615–621, Minneapolis, Minnesota, June 2019. As-sociation for Computational Linguistics.

Returns

dict

A dictionary in which each key correspond to the name of the set and its values correspond to the word set.