{
  "automaticPromotionAllowed": false,
  "baseCorpus": "ModelTraining/ClipboardSemantics/clipboard_semantic_corpus.jsonl",
  "configuration": {
    "alpha": 2e-05,
    "augmentation": "none",
    "char_max": 5,
    "char_min": 2,
    "external_weight": 0.5700000000000001,
    "hard_example_weight": 1.0,
    "l1_ratio": 0.0,
    "max_char_features": 45000,
    "max_word_features": 22000,
    "min_df": 2,
    "pseudo_weight": 0.16499999999999998,
    "round": 1,
    "word_max": 2
  },
  "configurationsByIntent": {
    "blessing": {
      "alpha": 1.2e-06,
      "augmentation": "numeric",
      "char_max": 8,
      "char_min": 3,
      "external_weight": 0.93,
      "hard_example_weight": 2.7,
      "l1_ratio": 0.25,
      "max_char_features": 95000,
      "max_word_features": 45000,
      "min_df": 1,
      "pseudo_weight": 0.43499999999999994,
      "round": 19,
      "word_max": 3
    },
    "complaint": {
      "alpha": 2e-05,
      "augmentation": "none",
      "char_max": 5,
      "char_min": 2,
      "external_weight": 0.5700000000000001,
      "hard_example_weight": 1.0,
      "l1_ratio": 0.0,
      "max_char_features": 45000,
      "max_word_features": 22000,
      "min_df": 2,
      "pseudo_weight": 0.16499999999999998,
      "round": 1,
      "word_max": 2
    },
    "confirmationDecision": {
      "alpha": 1e-05,
      "augmentation": "none",
      "char_max": 6,
      "char_min": 2,
      "external_weight": 0.6100000000000001,
      "hard_example_weight": 1.2,
      "l1_ratio": 0.05,
      "max_char_features": 55000,
      "max_word_features": 25000,
      "min_df": 2,
      "pseudo_weight": 0.195,
      "round": 3,
      "word_max": 2
    },
    "followUpReminder": {
      "alpha": 2e-05,
      "augmentation": "none",
      "char_max": 5,
      "char_min": 2,
      "external_weight": 0.5700000000000001,
      "hard_example_weight": 1.0,
      "l1_ratio": 0.0,
      "max_char_features": 45000,
      "max_word_features": 22000,
      "min_df": 2,
      "pseudo_weight": 0.16499999999999998,
      "round": 1,
      "word_max": 2
    },
    "invitation": {
      "alpha": 2e-05,
      "augmentation": "none",
      "char_max": 5,
      "char_min": 2,
      "external_weight": 0.5700000000000001,
      "hard_example_weight": 1.0,
      "l1_ratio": 0.0,
      "max_char_features": 45000,
      "max_word_features": 22000,
      "min_df": 2,
      "pseudo_weight": 0.16499999999999998,
      "round": 1,
      "word_max": 2
    },
    "question": {
      "alpha": 2e-05,
      "augmentation": "none",
      "char_max": 5,
      "char_min": 2,
      "external_weight": 0.5700000000000001,
      "hard_example_weight": 1.0,
      "l1_ratio": 0.0,
      "max_char_features": 45000,
      "max_word_features": 22000,
      "min_df": 2,
      "pseudo_weight": 0.16499999999999998,
      "round": 1,
      "word_max": 2
    },
    "replyableMessage": {
      "alpha": 2e-05,
      "augmentation": "none",
      "char_max": 5,
      "char_min": 2,
      "external_weight": 0.5700000000000001,
      "hard_example_weight": 1.0,
      "l1_ratio": 0.0,
      "max_char_features": 45000,
      "max_word_features": 22000,
      "min_df": 2,
      "pseudo_weight": 0.16499999999999998,
      "round": 1,
      "word_max": 2
    },
    "scheduleNegotiation": {
      "alpha": 6e-06,
      "augmentation": "punctuation",
      "char_max": 6,
      "char_min": 3,
      "external_weight": 0.6900000000000001,
      "hard_example_weight": 1.5,
      "l1_ratio": 0.1,
      "max_char_features": 65000,
      "max_word_features": 32000,
      "min_df": 2,
      "pseudo_weight": 0.255,
      "round": 7,
      "word_max": 3
    },
    "task": {
      "alpha": 3.5e-06,
      "augmentation": "prefix",
      "char_max": 6,
      "char_min": 2,
      "external_weight": 0.8500000000000001,
      "hard_example_weight": 2.2,
      "l1_ratio": 0.2,
      "max_char_features": 85000,
      "max_word_features": 42000,
      "min_df": 1,
      "pseudo_weight": 0.375,
      "round": 15,
      "word_max": 3
    }
  },
  "openCorpus": "ModelTraining/ClipboardSemantics/open-training-corpus.jsonl",
  "reason": "Surrogate feature weights are not deployable NLModel assets and cannot bypass the existing macOS acceptance policy.",
  "requiredCommands": [
    "python3 Scripts/clipboard_semantics/generate_open_training_corpus.py",
    "xcrun swift Scripts/clipboard_semantics/train_models.swift --algorithms maxEnt --corpus ModelTraining/ClipboardSemantics/combined-training-corpus.jsonl",
    "xcrun swift Scripts/clipboard_semantics/evaluate_random_holdout.swift --corpus ModelTraining/ClipboardSemantics/random-holdout-corpus.jsonl"
  ],
  "schemaVersion": 1,
  "seed": 20260827,
  "selectedRound": 1,
  "selectedRoundsByIntent": {
    "blessing": 19,
    "complaint": 1,
    "confirmationDecision": 3,
    "followUpReminder": 1,
    "invitation": 1,
    "question": 1,
    "replyableMessage": 1,
    "scheduleNegotiation": 7,
    "task": 15
  },
  "thresholds": {
    "blessing": {
      "abstained": true,
      "byLanguage": {
        "en": {
          "abstained": true,
          "metrics": {
            "f1": 0.0,
            "falseNegative": 0,
            "falsePositive": 0,
            "precision": 0.0,
            "predictedPositive": 0,
            "recall": 0.0,
            "total": 0,
            "trueNegative": 0,
            "truePositive": 0,
            "wilsonPrecisionLower95": 0
          },
          "threshold": 1.0
        },
        "zh-Hans": {
          "abstained": true,
          "metrics": {
            "f1": 0.0,
            "falseNegative": 0,
            "falsePositive": 0,
            "precision": 0.0,
            "predictedPositive": 0,
            "recall": 0.0,
            "total": 0,
            "trueNegative": 0,
            "truePositive": 0,
            "wilsonPrecisionLower95": 0
          },
          "threshold": 1.0
        }
      },
      "metrics": {
        "f1": 0.0,
        "falseNegative": 0,
        "falsePositive": 0,
        "precision": 0.0,
        "predictedPositive": 0,
        "recall": 0.0,
        "total": 0,
        "trueNegative": 0,
        "truePositive": 0,
        "wilsonPrecisionLower95": 0
      },
      "threshold": 1.0
    },
    "complaint": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 1.0,
            "falseNegative": 0,
            "falsePositive": 0,
            "precision": 1.0,
            "predictedPositive": 180,
            "recall": 1.0,
            "total": 1485,
            "trueNegative": 1305,
            "truePositive": 180,
            "wilsonPrecisionLower95": 0.9791
          },
          "threshold": 0.5
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 0.9526,
            "falseNegative": 9,
            "falsePositive": 8,
            "precision": 0.9553,
            "predictedPositive": 179,
            "recall": 0.95,
            "total": 1485,
            "trueNegative": 1297,
            "truePositive": 171,
            "wilsonPrecisionLower95": 0.9143
          },
          "threshold": 0.54
        }
      },
      "metrics": {
        "f1": 0.9764,
        "falseNegative": 9,
        "falsePositive": 8,
        "precision": 0.9777,
        "predictedPositive": 359,
        "recall": 0.975,
        "total": 2970,
        "trueNegative": 2602,
        "truePositive": 351,
        "wilsonPrecisionLower95": 0.9567
      },
      "threshold": 0.54
    },
    "confirmationDecision": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 0.9727,
            "falseNegative": 1,
            "falsePositive": 4,
            "precision": 0.957,
            "predictedPositive": 93,
            "recall": 0.9889,
            "total": 1485,
            "trueNegative": 1391,
            "truePositive": 89,
            "wilsonPrecisionLower95": 0.8946
          },
          "threshold": 0.585
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 0.7815,
            "falseNegative": 31,
            "falsePositive": 2,
            "precision": 0.9672,
            "predictedPositive": 61,
            "recall": 0.6556,
            "total": 1485,
            "trueNegative": 1393,
            "truePositive": 59,
            "wilsonPrecisionLower95": 0.8881
          },
          "threshold": 0.5
        }
      },
      "metrics": {
        "f1": 0.8701,
        "falseNegative": 36,
        "falsePositive": 7,
        "precision": 0.9536,
        "predictedPositive": 151,
        "recall": 0.8,
        "total": 2970,
        "trueNegative": 2783,
        "truePositive": 144,
        "wilsonPrecisionLower95": 0.9074
      },
      "threshold": 0.555
    },
    "followUpReminder": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 0.8554,
            "falseNegative": 41,
            "falsePositive": 6,
            "precision": 0.9586,
            "predictedPositive": 145,
            "recall": 0.7722,
            "total": 1485,
            "trueNegative": 1299,
            "truePositive": 139,
            "wilsonPrecisionLower95": 0.9127
          },
          "threshold": 0.83
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 0.8354,
            "falseNegative": 48,
            "falsePositive": 4,
            "precision": 0.9706,
            "predictedPositive": 136,
            "recall": 0.7333,
            "total": 1485,
            "trueNegative": 1301,
            "truePositive": 132,
            "wilsonPrecisionLower95": 0.9268
          },
          "threshold": 0.505
        }
      },
      "metrics": {
        "f1": 0.7994,
        "falseNegative": 113,
        "falsePositive": 11,
        "precision": 0.9574,
        "predictedPositive": 258,
        "recall": 0.6861,
        "total": 2970,
        "trueNegative": 2599,
        "truePositive": 247,
        "wilsonPrecisionLower95": 0.9253
      },
      "threshold": 0.815
    },
    "invitation": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 0.8302,
            "falseNegative": 24,
            "falsePositive": 3,
            "precision": 0.9565,
            "predictedPositive": 69,
            "recall": 0.7333,
            "total": 1485,
            "trueNegative": 1392,
            "truePositive": 66,
            "wilsonPrecisionLower95": 0.8798
          },
          "threshold": 0.935
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 0.6765,
            "falseNegative": 44,
            "falsePositive": 0,
            "precision": 1.0,
            "predictedPositive": 46,
            "recall": 0.5111,
            "total": 1485,
            "trueNegative": 1395,
            "truePositive": 46,
            "wilsonPrecisionLower95": 0.9229
          },
          "threshold": 0.505
        }
      },
      "metrics": {
        "f1": 0.5476,
        "falseNegative": 111,
        "falsePositive": 3,
        "precision": 0.9583,
        "predictedPositive": 72,
        "recall": 0.3833,
        "total": 2970,
        "trueNegative": 2787,
        "truePositive": 69,
        "wilsonPrecisionLower95": 0.8845
      },
      "threshold": 0.935
    },
    "question": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 0.8445,
            "falseNegative": 76,
            "falsePositive": 12,
            "precision": 0.9522,
            "predictedPositive": 251,
            "recall": 0.7587,
            "total": 1485,
            "trueNegative": 1158,
            "truePositive": 239,
            "wilsonPrecisionLower95": 0.9183
          },
          "threshold": 0.725
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 0.8536,
            "falseNegative": 76,
            "falsePositive": 6,
            "precision": 0.9755,
            "predictedPositive": 245,
            "recall": 0.7587,
            "total": 1485,
            "trueNegative": 1164,
            "truePositive": 239,
            "wilsonPrecisionLower95": 0.9476
          },
          "threshold": 0.5
        }
      },
      "metrics": {
        "f1": 0.8729,
        "falseNegative": 122,
        "falsePositive": 26,
        "precision": 0.9513,
        "predictedPositive": 534,
        "recall": 0.8063,
        "total": 2970,
        "trueNegative": 2314,
        "truePositive": 508,
        "wilsonPrecisionLower95": 0.9296
      },
      "threshold": 0.515
    },
    "replyableMessage": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 0.948,
            "falseNegative": 52,
            "falsePositive": 46,
            "precision": 0.951,
            "predictedPositive": 939,
            "recall": 0.945,
            "total": 1485,
            "trueNegative": 494,
            "truePositive": 893,
            "wilsonPrecisionLower95": 0.9353
          },
          "threshold": 0.7
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 0.9424,
            "falseNegative": 62,
            "falsePositive": 46,
            "precision": 0.9505,
            "predictedPositive": 929,
            "recall": 0.9344,
            "total": 1485,
            "trueNegative": 494,
            "truePositive": 883,
            "wilsonPrecisionLower95": 0.9346
          },
          "threshold": 0.695
        }
      },
      "metrics": {
        "f1": 0.9454,
        "falseNegative": 115,
        "falsePositive": 90,
        "precision": 0.9517,
        "predictedPositive": 1865,
        "recall": 0.9392,
        "total": 2970,
        "trueNegative": 990,
        "truePositive": 1775,
        "wilsonPrecisionLower95": 0.9411
      },
      "threshold": 0.7
    },
    "scheduleNegotiation": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 1.0,
            "falseNegative": 0,
            "falsePositive": 0,
            "precision": 1.0,
            "predictedPositive": 45,
            "recall": 1.0,
            "total": 1485,
            "trueNegative": 1440,
            "truePositive": 45,
            "wilsonPrecisionLower95": 0.9213
          },
          "threshold": 0.66
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 1.0,
            "falseNegative": 0,
            "falsePositive": 0,
            "precision": 1.0,
            "predictedPositive": 45,
            "recall": 1.0,
            "total": 1485,
            "trueNegative": 1440,
            "truePositive": 45,
            "wilsonPrecisionLower95": 0.9213
          },
          "threshold": 0.55
        }
      },
      "metrics": {
        "f1": 1.0,
        "falseNegative": 0,
        "falsePositive": 0,
        "precision": 1.0,
        "predictedPositive": 90,
        "recall": 1.0,
        "total": 2970,
        "trueNegative": 2880,
        "truePositive": 90,
        "wilsonPrecisionLower95": 0.9591
      },
      "threshold": 0.66
    },
    "task": {
      "abstained": false,
      "byLanguage": {
        "en": {
          "abstained": false,
          "metrics": {
            "f1": 0.8593,
            "falseNegative": 79,
            "falsePositive": 13,
            "precision": 0.9558,
            "predictedPositive": 294,
            "recall": 0.7806,
            "total": 1485,
            "trueNegative": 1112,
            "truePositive": 281,
            "wilsonPrecisionLower95": 0.9258
          },
          "threshold": 0.98
        },
        "zh-Hans": {
          "abstained": false,
          "metrics": {
            "f1": 0.8166,
            "falseNegative": 104,
            "falsePositive": 11,
            "precision": 0.9588,
            "predictedPositive": 267,
            "recall": 0.7111,
            "total": 1485,
            "trueNegative": 1114,
            "truePositive": 256,
            "wilsonPrecisionLower95": 0.9277
          },
          "threshold": 0.96
        }
      },
      "metrics": {
        "f1": 0.8434,
        "falseNegative": 176,
        "falsePositive": 26,
        "precision": 0.9544,
        "predictedPositive": 570,
        "recall": 0.7556,
        "total": 2970,
        "trueNegative": 2224,
        "truePositive": 544,
        "wilsonPrecisionLower95": 0.934
      },
      "threshold": 0.965
    }
  }
}