{ "accuracy": 0.9916666666666667, "macro_f1": 0.9916573971078977, "n_train": 360, "n_test": 120, "n_classes": 8, "classes": [ "agv_navigation", "equipment_maintenance", "general_faq", "inventory_check", "order_status", "picking_optimization", "safety_incident", "system_status" ], "classification_report": { "agv_navigation": { "precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 15.0 }, "equipment_maintenance": { "precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 15.0 }, "general_faq": { "precision": 1.0, "recall": 0.9333333333333333, "f1-score": 0.9655172413793104, "support": 15.0 }, "inventory_check": { "precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 15.0 }, "order_status": { "precision": 0.9375, "recall": 1.0, "f1-score": 0.967741935483871, "support": 15.0 }, "picking_optimization": { "precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 15.0 }, "safety_incident": { "precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 15.0 }, "system_status": { "precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 15.0 }, "accuracy": 0.9916666666666667, "macro avg": { "precision": 0.9921875, "recall": 0.9916666666666667, "f1-score": 0.9916573971078977, "support": 120.0 }, "weighted avg": { "precision": 0.9921875, "recall": 0.9916666666666667, "f1-score": 0.9916573971078978, "support": 120.0 } } }