Evaluating Second-Order Bias of LLMs Through Epistemic Entitlement

In three linesStudy of second-order bias in LLMs: how models judge biased content, beyond generation. Grounded in entitlement epistemology, the method evaluates whether LLMs infer demographics without sufficient support. Findings: systematic bias across target groups, evasion of safety guardrails, persistence of demographic triggers.

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