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The Audit Decides the Verdict: Instrument Effects Rival Demographic Bias in LLM Decision Audits
Whether a language model looks demographically biased can depend on how the audit asks its question. A charitable-aid benchmark reports that the same models favor minority applicants when rating requests one at a time and penalize some when ranking side by side. We test whether that reversal general
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