Profession gender stereotypes in bert-base-uncased (Winobias)
Date: 2022
Affected: google-bert/bert-base-uncased
Attack vector: adversarial-input
Category: research
Severity: Medium

Filling in pronouns in sentences tagged with professions using bert-base-uncased was significantly biased on the Winobias dataset.


Mitigations:

Architectural layers (MAESTRO):