{ "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": [ [ 32, 0, 0, 0, 0, 0, 16, 0, 0, 0, 0, 0 ], [ 0, 48, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 48, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 28, 0, 0, 20, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 60, 0, 36, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 5, 0, 43, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 48, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 48, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 48, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 48, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 41, 3, 0, 52, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 48, 0, 0, 0, 0, 0 ] ], "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 } }