Can LLMs Catch a Rigged Backtest? A Clean-Control Calibration Benchmark

Makar Ulesov, Vladislav Smirnov, Omar Ibrahim +1

Backtest auditing is a calibration problem: high flaw recall is not useful when the model falsely flags matched clean strategies. We build a 96-item paired benchmark in which every…