ResearchBenchmarksSurvival Analysis on GBSG2 (Subgroup Calibration Focus)Follow0.6801C-indexQwen0.6779160.6784830.679050.679617Jun 8, 2026Evaluation ResultsMethodMethodLinksC-indexCalibration Error (D21)Calibration Error (D21) (Age 46-60y Subgroup)Calibration Error (D21) (Age > 60y Subgroup)Calibration Error (D21) (Grade II Subgroup)Calibration Error (D21) (Grade III Subgroup)Calibration Error (D21) (Menopausal Subgroup)Calibration Error (D21) (Nodes 4-9 Subgroup)Calibration Error (D21) (Nodes ≥ 10 Subgroup)Calibration Error (D21) (Oest < 20 fmol Subgroup)Calibration Error (D21) (Prog < 20 fmol Subgroup)Calibration Error (D21) (Therapy Subgroup)Calibration Error (D21) (Tumor 21-30mm Subgroup)Calibration Error (D21) (Tumor > 30mm Subgroup)QwenModel Role=LLM Student...Model Role=LLM Student, Backbone=Qwen2026.060.68019.24138.19.120.87.914.56.315.413.68.99.119.4CoxModel Role=TeacherModel Role=Teacher2026.060.6789.9613.49.49.616.68.214.46.812.716.47.98.517.1