non-inferiority testing

Formulating and running hypothesis tests that demonstrate a new method or intervention is not meaningfully worse than a reference by a prespecified margin; applied to compare scripted or compressed workflows (e.g., shortened texts, progressive disclosure) against baselines on task-level metrics such as verifier pass rate or answer quality.