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    Home»Development»Machine Learning»Investigating Intersectional Bias in Large Language Models using Confidence Disparities in Coreference Resolution

    Investigating Intersectional Bias in Large Language Models using Confidence Disparities in Coreference Resolution

    August 14, 2025

    Large language models (LLMs) have achieved impressive performance, leading to their widespread adoption as decision-support tools in resource-constrained contexts like hiring and admissions. There is, however, scientific consensus that AI systems can reflect and exacerbate societal biases, raising concerns about identity-based harm when used in critical social contexts. Prior work has laid a solid foundation for assessing bias in LLMs by evaluating demographic disparities in different language reasoning tasks. In this work, we extend single-axis fairness evaluations to examine intersectional…

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