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"model_name": "BERT Suicide Risk Detection",
"model_type": "bert-base-uncased",
"task": "Binary Classification (Suicide vs Non-Suicide)",
"created_date": "2025-07-03T20:35:44.437244",
"performance": {
"test_f1": 0.9772,
"test_accuracy": 0.9772,
"test_precision": 0.9773,
"test_recall": 0.9772,
"best_val_f1": 0.9776
},
"training_details": {
"epochs": 5,
"batch_size": 32,
"learning_rate": 2e-05,
"max_length": 512,
"dataset_size": 232074,
"training_time": "approximately 45 minutes"
},
"usage_instructions": {
"input": "Text string (any length)",
"output": "Prediction (suicide/non-suicide) with confidence scores",
"preprocessing": "Automatic text cleaning and tokenization"
}
} |