Audit format (rate vs rank vs allocate; transparent vs disguised) reverses the apparent direction of LLM demographic bias, while causal framing of need dominates allocations by roughly an order of magnitude.
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FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation
Audit format (rate vs rank vs allocate; transparent vs disguised) reverses the apparent direction of LLM demographic bias, while causal framing of need dominates allocations by roughly an order of magnitude.