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sentence-function-classifier

Text Classification
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sentence-transformers
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scikit-learn
sentence-classification
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sentence-function-classifier
File size: 1,382 Bytes
279276c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
  "created_at": "2026-04-29T02:52:45.301316+00:00",
  "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
  "labels": [
    "declarative",
    "exclamatory",
    "imperative",
    "interrogative",
    "optative"
  ],
  "dataset_path": "data\\sentence_function_dataset.csv",
  "dataset_size": 125,
  "test_size": 0.2,
  "metrics": {
    "declarative": {
      "precision": 0.5,
      "recall": 0.4,
      "f1-score": 0.4444444444444444,
      "support": 5.0
    },
    "exclamatory": {
      "precision": 0.8333333333333334,
      "recall": 1.0,
      "f1-score": 0.9090909090909091,
      "support": 5.0
    },
    "imperative": {
      "precision": 1.0,
      "recall": 0.8,
      "f1-score": 0.8888888888888888,
      "support": 5.0
    },
    "interrogative": {
      "precision": 0.5,
      "recall": 0.6,
      "f1-score": 0.5454545454545454,
      "support": 5.0
    },
    "optative": {
      "precision": 1.0,
      "recall": 1.0,
      "f1-score": 1.0,
      "support": 5.0
    },
    "accuracy": 0.76,
    "macro avg": {
      "precision": 0.7666666666666667,
      "recall": 0.76,
      "f1-score": 0.7575757575757576,
      "support": 25.0
    },
    "weighted avg": {
      "precision": 0.7666666666666667,
      "recall": 0.76,
      "f1-score": 0.7575757575757575,
      "support": 25.0
    }
  }
}