Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language Models

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BERT

Method

Correlation Analysis

Task

Downstream Tasks

Task

Embedding Based Metrics

Metric

Fairness Metrics

Metric