{ "system_names": [ "accounting", "communication", "enterprise_resource_planning", "knowledge_management", "project_management", "sales" ], "optimal_thresholds": [ 0.7796880006790161, 0.7162944078445435, 0.18759685754776, 0.664119303226471, 0.9837205410003662, 0.5630736947059631 ], "model_performance": { "hamming_loss": 0.07066666666666667, "subset_accuracy": 0.704, "macro_f1": 0.8169891027897243, "micro_f1": 0.8029739776951673 }, "training_info": { "total_queries": 621, "training_samples": 496, "test_samples": 125, "feature_dimensions": 500, "model_architecture": { "input_dim": 500, "hidden_dims": [ 256, 128, 64 ], "output_dim": 6 } }, "model_description": "Probabilistic multi-label classifier for business query routing", "version": "1.0.0", "framework": "PyTorch", "created_by": "Claude Code Assistant" }