{ "model": "intent_classifier", "test_file": "app/data/datasets/intent_test.json", "is_heldout": true, "samples": 1094, "accuracy": 0.9387568555758684, "macro_f1": 0.941181830217566, "per_intent": { "activity_suggest": { "precision": 0.8770491803278688, "recall": 0.9224137931034483, "f1": 0.8991596638655462, "support": 116 }, "budget_advice": { "precision": 0.9435483870967742, "recall": 0.975, "f1": 0.9590163934426229, "support": 120 }, "compare_destinations": { "precision": 0.8947368421052632, "recall": 0.9444444444444444, "f1": 0.918918918918919, "support": 18 }, "fallback": { "precision": 0.905982905982906, "recall": 0.8833333333333333, "f1": 0.8945147679324894, "support": 120 }, "find_flight": { "precision": 0.952, "recall": 0.9916666666666667, "f1": 0.9714285714285714, "support": 120 }, "find_hotel": { "precision": 0.9666666666666667, "recall": 0.9666666666666667, "f1": 0.9666666666666667, "support": 30 }, "food_recommend": { "precision": 0.8879310344827587, "recall": 0.8583333333333333, "f1": 0.8728813559322034, "support": 120 }, "greeting": { "precision": 0.84375, "recall": 0.9, "f1": 0.8709677419354839, "support": 30 }, "plan_trip": { "precision": 0.991304347826087, "recall": 0.95, "f1": 0.9702127659574468, "support": 120 }, "thank": { "precision": 1.0, "recall": 1.0, "f1": 1.0, "support": 30 }, "transport_info": { "precision": 0.991304347826087, "recall": 0.95, "f1": 0.9702127659574468, "support": 120 }, "visa_info": { "precision": 1.0, "recall": 0.9666666666666667, "f1": 0.9830508474576272, "support": 30 }, "weather_info": { "precision": 0.9583333333333334, "recall": 0.9583333333333334, "f1": 0.9583333333333334, "support": 120 } }, "flagged_low_f1": [], "top_confusions": [ [ "food_recommend", "activity_suggest", 8 ], [ "fallback", "food_recommend", 6 ], [ "food_recommend", "fallback", 6 ], [ "activity_suggest", "food_recommend", 5 ], [ "budget_advice", "find_flight", 3 ], [ "transport_info", "find_flight", 3 ], [ "activity_suggest", "budget_advice", 2 ], [ "fallback", "weather_info", 2 ], [ "plan_trip", "activity_suggest", 2 ], [ "weather_info", "fallback", 2 ], [ "activity_suggest", "fallback", 1 ], [ "activity_suggest", "greeting", 1 ], [ "compare_destinations", "food_recommend", 1 ], [ "fallback", "activity_suggest", 1 ], [ "fallback", "budget_advice", 1 ], [ "fallback", "compare_destinations", 1 ], [ "fallback", "greeting", 1 ], [ "fallback", "plan_trip", 1 ], [ "fallback", "transport_info", 1 ], [ "find_flight", "budget_advice", 1 ] ], "confidence_distribution": { "high": 862, "mid": 215, "low": 17 }, "method_counts": { "ml_model": 1060, "ood_rejector": 2, "keyword_fallback": 32 } }