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

> Research article (Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2022) · cited 52× · AI/ML

**Wikidata**: [openalex:W4287887133](https://www.wikidata.org/wiki/openalex:W4287887133)  
**Source**: https://4ort.xyz/entity/measuring-fairness-with-biased-rulers-a-comparative-study-on-bias-metrics-for-pre-trained-language-models