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5.41 kB
| { | |
| "model_architecture": "IndicNeuralClassifier", | |
| "num_classes": 12, | |
| "labels": [ | |
| "account_access", | |
| "cancellation_request", | |
| "complaint", | |
| "delivery_issue", | |
| "greeting", | |
| "order_status", | |
| "payment_issue", | |
| "product_question", | |
| "refund_request", | |
| "subscription_issue", | |
| "technical_support", | |
| "unknown" | |
| ], | |
| "label2idx": { | |
| "account_access": 0, | |
| "cancellation_request": 1, | |
| "complaint": 2, | |
| "delivery_issue": 3, | |
| "greeting": 4, | |
| "order_status": 5, | |
| "payment_issue": 6, | |
| "product_question": 7, | |
| "refund_request": 8, | |
| "subscription_issue": 9, | |
| "technical_support": 10, | |
| "unknown": 11 | |
| }, | |
| "idx2label": { | |
| "0": "account_access", | |
| "1": "cancellation_request", | |
| "2": "complaint", | |
| "3": "delivery_issue", | |
| "4": "greeting", | |
| "5": "order_status", | |
| "6": "payment_issue", | |
| "7": "product_question", | |
| "8": "refund_request", | |
| "9": "subscription_issue", | |
| "10": "technical_support", | |
| "11": "unknown" | |
| }, | |
| "max_length": 64, | |
| "validation_macro_f1": 0.3313, | |
| "test_metrics": { | |
| "accuracy": 0.3214, | |
| "macro_precision": 0.2828, | |
| "macro_recall": 0.3229, | |
| "macro_f1": 0.2668, | |
| "weighted_precision": 0.3054, | |
| "weighted_recall": 0.3214, | |
| "weighted_f1": 0.2809, | |
| "per_class": { | |
| "account_access": { | |
| "precision": 1.0, | |
| "recall": 0.6667, | |
| "f1": 0.8, | |
| "support": 48 | |
| }, | |
| "cancellation_request": { | |
| "precision": 1.0, | |
| "recall": 1.0, | |
| "f1": 1.0, | |
| "support": 48 | |
| }, | |
| "complaint": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 48 | |
| }, | |
| "delivery_issue": { | |
| "precision": 0.4058, | |
| "recall": 0.5833, | |
| "f1": 0.4786, | |
| "support": 48 | |
| }, | |
| "greeting": { | |
| "precision": 0.8824, | |
| "recall": 0.625, | |
| "f1": 0.7317, | |
| "support": 96 | |
| }, | |
| "order_status": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 48 | |
| }, | |
| "payment_issue": { | |
| "precision": 0.1055, | |
| "recall": 1.0, | |
| "f1": 0.1909, | |
| "support": 48 | |
| }, | |
| "product_question": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 48 | |
| }, | |
| "refund_request": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 48 | |
| }, | |
| "subscription_issue": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 48 | |
| }, | |
| "technical_support": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 96 | |
| }, | |
| "unknown": { | |
| "precision": 0.0, | |
| "recall": 0.0, | |
| "f1": 0.0, | |
| "support": 48 | |
| } | |
| }, | |
| "confusion_matrix": [ | |
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| "labels": [ | |
| "account_access", | |
| "cancellation_request", | |
| "complaint", | |
| "delivery_issue", | |
| "greeting", | |
| "order_status", | |
| "payment_issue", | |
| "product_question", | |
| "refund_request", | |
| "subscription_issue", | |
| "technical_support", | |
| "unknown" | |
| ], | |
| "total_samples": 672 | |
| }, | |
| "calibration": { | |
| "expected_calibration_error": 0.1649, | |
| "maximum_calibration_error": 0.4469 | |
| } | |
| } |