LLM resume summaries exhibit name-conditioned evaluative bias concentrated in distribution tails, transforming directional harm into symmetric instability that may evade conventional fairness audits.
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Bias in the Tails: How Name-conditioned Evaluative Framing in Resume Summaries Destabilizes LLM-based Hiring
LLM resume summaries exhibit name-conditioned evaluative bias concentrated in distribution tails, transforming directional harm into symmetric instability that may evade conventional fairness audits.