D.3 Results Figure 7 compares single-best-validation selection (K=1, black bars) against ensembles of increasing size

Report mean±std of ensemble test F1 across the 3 seeds Note that seeds remain independent: we ensemble within each seed’s checkpoints, average performance across seeds, preserving valid uncertainty quantification · 2000