Determine width ordering outside the sufficient dominance region
Determine whether the Joint mean/disagreement confidence interval has smaller expected width than exact pooled uniform inference for fixed cohorts whose mean disagreement lies outside the sufficient finite-cohort dominance region.
References
Outside the sufficient region, the width ordering remains an empirical question.
— Sharp Limits for Honest Uncertainty in Hard-Budget Repeated Evaluation
(2609.29140 - Cheng et al., 24 Sep 2026) in Section “Sharp certification laws,” subsection “Finite-regime boundary”