The paper introduces the InsideOut benchmark to quantify insider-outsider bias in LLM-generated interview scripts across 10 cultures and shows that multi-agent mitigation frameworks substantially reduce the bias on metrics like Cultural Alignment Gap.
Is this tradition still widely practiced today, or is it more associated with older generations or specific regions?
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InsideOut: Measuring and Mitigating Insider-Outsider Bias in Interview Script Generation
The paper introduces the InsideOut benchmark to quantify insider-outsider bias in LLM-generated interview scripts across 10 cultures and shows that multi-agent mitigation frameworks substantially reduce the bias on metrics like Cultural Alignment Gap.