{
  "classifier": "seniority",
  "architecture": "frozen-sentence-transformer + logistic-regression",
  "encoder_id": "sentence-transformers/all-MiniLM-L6-v2",
  "n_classes": 7,
  "n_features": 384,
  "n_train": 6361,
  "n_val": 707,
  "n_dropped_defaults": 5266,
  "label_counts": {
    "manager": 2795,
    "senior": 2283,
    "staff": 864,
    "director": 497,
    "junior": 301,
    "principal": 241,
    "intern": 87
  },
  "id2label": {
    "0": "director",
    "1": "intern",
    "2": "junior",
    "3": "manager",
    "4": "principal",
    "5": "senior",
    "6": "staff"
  },
  "label2id": {
    "director": 0,
    "intern": 1,
    "junior": 2,
    "manager": 3,
    "principal": 4,
    "senior": 5,
    "staff": 6
  },
  "cv": {
    "folds": 5,
    "c_grid": [
      0.1,
      1.0,
      10.0
    ],
    "results": {
      "0.1": {
        "f1_macro_mean": 0.5482842434453831,
        "f1_macro_std": 0.009924048427164033
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      "1.0": {
        "f1_macro_mean": 0.7330713871846248,
        "f1_macro_std": 0.015369562878719698
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      "10.0": {
        "f1_macro_mean": 0.8374741492081131,
        "f1_macro_std": 0.009186169582138907
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    },
    "best_C": 10.0,
    "best_f1_macro": 0.8374741492081131
  },
  "eval": {
    "eval_accuracy": 0.8897,
    "eval_f1_macro": 0.8311,
    "eval_f1_weighted": 0.8925,
    "eval_f1_macro_ci95": [
      0.7805,
      0.8698
    ]
  },
  "classification_report": {
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      "recall": 0.84,
      "f1-score": 0.8235294117647058,
      "support": 50.0
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      "recall": 0.8888888888888888,
      "f1-score": 0.6153846153846154,
      "support": 9.0
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    "junior": {
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      "recall": 0.9,
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      "support": 30.0
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    "manager": {
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      "recall": 0.8857142857142857,
      "f1-score": 0.9185185185185185,
      "support": 280.0
    },
    "principal": {
      "precision": 0.8461538461538461,
      "recall": 0.9166666666666666,
      "f1-score": 0.88,
      "support": 24.0
    },
    "senior": {
      "precision": 0.9305555555555556,
      "recall": 0.881578947368421,
      "f1-score": 0.9054054054054054,
      "support": 228.0
    },
    "staff": {
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      "recall": 0.9418604651162791,
      "f1-score": 0.8804347826086957,
      "support": 86.0
    },
    "accuracy": 0.8896746817538896,
    "macro avg": {
      "precision": 0.7922704323680504,
      "recall": 0.8935298933935059,
      "f1-score": 0.831055768677252,
      "support": 707.0
    },
    "weighted avg": {
      "precision": 0.9003799344841441,
      "recall": 0.8896746817538896,
      "f1-score": 0.8924943005097978,
      "support": 707.0
    }
  },
  "save_dir": "data/models/seniority/final",
  "artifact_path": "data/models/seniority/final/classifier.joblib"
}