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FinancialAuditBench: Benchmark Construction under Differential Privacy Using Real-World Priors

As AI agents are becoming widely adopted in the financial services industry, careful measurement is essential to understand where they can be reliably deployed and where oversight and professional review remain necessary. Such measurement, however, is constrained by limited access to proprietary or