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0.8439189189189189, "f1_deny": 0.8378378378378378, "auroc": 0.9216216216216216, "nll": 0.3978300939349074, "false_approve_rate": 0.16216216216216217, "false_deny_rate": 0.15, "false_approve_count": 6, "false_deny_count": 6, "deny_count": 37, "approve_count": 40, "threshold": 0.5, "brier": 0.11779757253241643, "accuracy_ci95": [ 0.7470629230044414, 0.9085412777751818 ] }, "Russian": { "n": 90, "accuracy": 0.9444444444444444, "balanced_accuracy": 0.9438396833250866, "f1_deny": 0.9473684210526315, "auroc": 0.9755071746660069, "nll": 0.20888344660508318, "false_approve_rate": 0.0425531914893617, "false_deny_rate": 0.06976744186046512, "false_approve_count": 2, "false_deny_count": 3, "deny_count": 47, "approve_count": 43, "threshold": 0.5, "brier": 0.05770723164927227, "accuracy_ci95": [ 0.8764626377820048, 0.976039028383038 ] }, "Spanish": { "n": 89, "accuracy": 0.8089887640449438, "balanced_accuracy": 0.8158974358974359, "f1_deny": 0.8, "auroc": 0.897948717948718, "nll": 0.5339268431015459, "false_approve_rate": 0.1282051282051282, "false_deny_rate": 0.24, "false_approve_count": 5, "false_deny_count": 12, "deny_count": 39, "approve_count": 50, "threshold": 0.5, "brier": 0.1495952193529372, "accuracy_ci95": [ 0.715227317828824, 0.8771804351150649 ] } } } }, "distillation_required": false, "decision_rule": "Distill only if post-long-SFT default-threshold benchmark accuracy does not strictly exceed the same-run auto-1b-bf16 benchmark accuracy. A tie triggers distillation.", "benchmark_revision": "a38b625913dd46ca9702063f1597c979e6ace34e", "evaluation_note": "Checkpoint frozen using validation only before this benchmark. At user request, this benchmark determines whether to run distillation; it is therefore used for that training-procedure decision. Benchmark examples never become training or distillation targets." } }