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Same-Number Citation Swaps: Stress-Testing Jev as a Financial Evidence Judge
Financial reports repeat values across periods, metrics and accounting lines, allowing an LLM-generated calculation to be numerically correct while citing the wrong financial role. We evaluate what probabilistic evidence verification adds beyond number matching using Jev as a source-support verifier
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