New preprint on bias mitigation

In BMBI, we propose to mitigate bias exhibited in QA models by observing the query instance’s influence on another instance, enabling bias mitigation with extremely low resources. With our method, bias levels in multiple bias categories can be reduced without using category-specific instance-level annotation.

New! Mitigating Bias for Question Answering Models by Tracking Bias Influence