{ "method": "temperature_scaling", "fit_split": "calibration", "max_confident_wrong_rate": 0.02, "min_coverage": 0.8, "candidates": { "gliner": { "cpu": { "temperature": 0.8187, "fitted_temperature": 0.8187, "accepted": true, "n": 1127, "ece_raw": 0.0767, "ece_calibrated": 0.0631, "ece_cv_raw": 0.1016, "ece_cv_calibrated": 0.0872, "nll_raw": 1.3205, "nll_calibrated": 1.305, "threshold": 0.856167, "coverage": 0.118, "selective_accuracy": 0.8346, "confident_wrong_rate": 0.0195, "meets_min_coverage": false }, "cuda": { "temperature": 0.8187, "fitted_temperature": 0.8187, "accepted": true, "n": 1127, "ece_raw": 0.0767, "ece_calibrated": 0.0634, "ece_cv_raw": 0.1016, "ece_cv_calibrated": 0.0872, "nll_raw": 1.3205, "nll_calibrated": 1.305, "threshold": 0.857453, "coverage": 0.118, "selective_accuracy": 0.8346, "confident_wrong_rate": 0.0195, "meets_min_coverage": false } }, "laya": { "cpu": { "temperature": 3.5787, "fitted_temperature": 3.5787, "accepted": true, "n": 1127, "ece_raw": 0.3296, "ece_calibrated": 0.0715, "ece_cv_raw": 0.3321, "ece_cv_calibrated": 0.1171, "nll_raw": 2.8006, "nll_calibrated": 1.5575, "threshold": 0.871532, "coverage": 0.0515, "selective_accuracy": 0.8448, "confident_wrong_rate": 0.008, "meets_min_coverage": false }, "cuda": { "temperature": 3.5787, "fitted_temperature": 3.5787, "accepted": true, "n": 1127, "ece_raw": 0.3263, "ece_calibrated": 0.075, "ece_cv_raw": 0.3318, "ece_cv_calibrated": 0.113, "nll_raw": 2.7748, "nll_calibrated": 1.5517, "threshold": 0.871532, "coverage": 0.0515, "selective_accuracy": 0.8448, "confident_wrong_rate": 0.008, "meets_min_coverage": false } }, "rizzo_flow": { "cuda": { "temperature": 1.2523, "fitted_temperature": 1.2523, "accepted": true, "n": 1127, "ece_raw": 0.0577, "ece_calibrated": 0.0206, "ece_cv_raw": 0.0825, "ece_cv_calibrated": 0.0584, "nll_raw": 0.5447, "nll_calibrated": 0.52, "threshold": 0.923792, "coverage": 0.4765, "selective_accuracy": 0.959, "confident_wrong_rate": 0.0195, "meets_min_coverage": false } }, "semif": { "cuda": { "temperature": 1.284, "fitted_temperature": 1.284, "accepted": true, "n": 1127, "ece_raw": 0.0552, "ece_calibrated": 0.0225, "ece_cv_raw": 0.0699, "ece_cv_calibrated": 0.061, "nll_raw": 0.4776, "nll_calibrated": 0.4545, "threshold": 0.914887, "coverage": 0.5954, "selective_accuracy": 0.9672, "confident_wrong_rate": 0.0195, "meets_min_coverage": false } } } }