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High-precision candidate selection on document-level 60/20/20 (test)

2,743Number of SelectionsOpenAI ∪ Claude (closed ≥ 1)
195856.51,5182,179.5May 29, 2026

Evaluation results

MethodLinks
OpenAI ∪ Claude (closed ≥ 1)Threshold Strategy=no threshold tuning2026.052,74374372.994.283.288.3
Agreement ≥ 2Threshold Strategy=no threshold tuning2026.052,58779769.284.374.588.3
BioConCal (GBT)Threshold Strategy=Validation-frozen P95 threshold2026.051,3408293.959.252.388.3
Agreement ≥ 4Threshold Strategy=no threshold tuning2026.051,27526079.647.842.288.3
BioConCal (logistic)Threshold Strategy=Validation-frozen P95 threshold2026.051,2298593.153.947.688.3
Agreement ≥ 6Threshold Strategy=no threshold tuning2026.05715938729.325.988.3
Unanimous (k = 8)Threshold Strategy=no threshold tuning, k=82026.052931495.213.111.688.3
Raw agreement / 8Threshold Strategy=Validation-frozen P95 threshold2026.052931495.213.111.688.3
Isotonic on agreementThreshold Strategy=Validation-frozen P95 threshold2026.052931495.213.111.688.3