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Evidence

Methodology demo: how M-Stack evaluation results are reported and read.

Hallucination rate by intervention (illustrative)

DomainBaseSelf-consistencyJudge gateM-Stack

Calibration (illustrative)

MetricBaseM-Stack

Risk-controlling coverage curve (illustrative)

Lower risk at equal coverage is better; the M-Stack curve shows the intended shape of the improvement.