Same-Number Citation Swaps: Stress-Testing Jev as a Financial Evidence Judge
This work evaluates what probabilistic evidence verification adds beyond number matching using Jev as a source-support verifier for GPT-4.1-mini calculation traces and identifies what a probabilistic financial verifier distinguishes when numerical matching is held fixed.