{ "temperature": 0.72, "fit_on": "validation", "selection": "min validation ECE among {raw, NLL-optimal, ECE-optimal}", "T_nll_optimal": 1.1827548831262022, "T_ece_optimal": 0.72, "ece_test_raw": 0.07991301031853151, "ece_test_final": 0.07181175647195388, "note": "calibrated_prob = sigmoid(logit(p) / T); ranking/threshold unchanged" }