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README.md

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@@ -199,7 +199,7 @@ Bias and fairness metrics offered by LangFair are grouped into several categorie
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## 📖 Associated Research
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A technical description of LangFair's evaluation metrics and a practitioner's guide for selecting evaluation metrics is contained in **[this paper](https://arxiv.org/abs/2407.10853)**. If you use our framework for selecting evaluation metrics, we would appreciate citations to the following paper:
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A technical description and a practitioner's guide for selecting evaluation metrics is contained in **[this paper](https://arxiv.org/abs/2407.10853)**. If you use our framework for selecting evaluation metrics, we would appreciate citations to the following paper:
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```bibtex
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@misc{bouchard2024actionableframeworkassessingbias,

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