second-order-bias

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#second-order-bias

Evaluating Second-Order Bias of LLMs Through Epistemic Entitlement

arXiv cs.CL · 14h ago Cached

This paper introduces 'second-order bias', the bias LLMs exhibit when judging biased content, and proposes a reasoning task grounded in epistemic entitlement to evaluate it. Experiments show that the task evades safety guardrails and reveals systematic demographic biases in LLM judges.

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