Same-Number Citation Swaps: Stress-Testing Jev as a Financial Evidence Judge

Chuhong Xu, Bo Su, Ziyao Chen +3

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.…