{
  "base_beta": 0.43488946557044983,
  "base_bias": -0.17229676246643066,
  "train": {
    "num_multi_label_pairs": 29962,
    "uncalibrated": {
      "nll": 0.10994584858417511,
      "brier": 0.025188874453306198,
      "ece": 0.011376124145884473,
      "accuracy": 0.9600160121917725
    },
    "calibrated": {
      "nll": 0.10845427960157394,
      "brier": 0.026107825338840485,
      "ece": 0.01789367159147509,
      "accuracy": 0.9581136107444763
    },
    "global_scaling": {
      "nll": 0.11671582609415054,
      "brier": 0.02580442652106285,
      "ece": 0.03186748742097173,
      "accuracy": 0.9599826335906982
    },
    "single_label": {
      "num_texts": 19999,
      "uncalibrated": {
        "nll": 0.77979975938797,
        "brier": 0.31146836280822754,
        "ece": 0.11239646583559229,
        "accuracy": 0.7939397096633911
      },
      "calibrated": {
        "nll": 0.5433729887008667,
        "brier": 0.27289944887161255,
        "ece": 0.012442737978904527,
        "accuracy": 0.7937896847724915
      },
      "global_scaling": {
        "nll": 0.5754520893096924,
        "brier": 0.27922508120536804,
        "ece": 0.03396059062705524,
        "accuracy": 0.7939397096633911
      }
    },
    "beta": {
      "mean": 0.5917209386825562,
      "min": 0.17543654143810272,
      "max": 1.0126688480377197
    },
    "bias": {
      "mean": -0.23358015716075897,
      "min": -0.7062020301818848,
      "max": 0.6614936590194702
    }
  },
  "held_out": {
    "num_multi_label_pairs": 7008,
    "uncalibrated": {
      "nll": 0.09435144811868668,
      "brier": 0.020183313637971878,
      "ece": 0.009757641091135472,
      "accuracy": 0.9653253555297852
    },
    "calibrated": {
      "nll": 0.0965988039970398,
      "brier": 0.02103237621486187,
      "ece": 0.021233883359320138,
      "accuracy": 0.9640411138534546
    },
    "global_scaling": {
      "nll": 0.10517123341560364,
      "brier": 0.020862596109509468,
      "ece": 0.03369952386743058,
      "accuracy": 0.9661815166473389
    },
    "single_label": {
      "num_texts": 5026,
      "uncalibrated": {
        "nll": 0.7474761009216309,
        "brier": 0.30436399579048157,
        "ece": 0.11071447873159827,
        "accuracy": 0.7954635620117188
      },
      "calibrated": {
        "nll": 0.5265439748764038,
        "brier": 0.2678126096725464,
        "ece": 0.01421975659228917,
        "accuracy": 0.7952646017074585
      },
      "global_scaling": {
        "nll": 0.5578417181968689,
        "brier": 0.2730152904987335,
        "ece": 0.031425406918529214,
        "accuracy": 0.7954635620117188
      }
    },
    "beta": {
      "mean": 0.5814626216888428,
      "min": 0.1776570975780487,
      "max": 0.9863460659980774
    },
    "bias": {
      "mean": -0.2260308563709259,
      "min": -0.7339045405387878,
      "max": 0.6571575999259949
    }
  },
  "args": {
    "model_path": "models/gliclass-v4-2b/merged-0.5",
    "data_path": "data/decision_index_calibration.json",
    "save_path": "models/gliclass-v4-2b/merged-0.5-calibrated",
    "eval_ratio": 0.2,
    "max_examples": null,
    "max_length": 2048,
    "batch_size": 32,
    "num_workers": 4,
    "dtype": "bfloat16",
    "softmax_single_label": true,
    "balance": false,
    "balance_bins": 5,
    "balance_max_weight": 10.0,
    "hidden_size": 256,
    "beta_max": 3.0,
    "dropout": 0.1,
    "prior_weight": 0.01,
    "use_bias": true,
    "bias_prior_weight": 0.01,
    "num_epochs": 5,
    "calibrator_batch_size": 64,
    "lr": 0.001,
    "weight_decay": 0.01,
    "patience": 3,
    "seed": 42
  }
}