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2026
FinVerBench: Benchmark Validity and Calibration in Large Language Model Financial Statement Verification
The paper introduces FinVerBench, a comprehensive benchmark for financial statement verification, concluding that successful verification requires calibrated judgment under realistic observational constraints rather than simple arithmetic detection.
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