| { | |
| "classifier": "RF", | |
| "best_params": { | |
| "max_depth": 10, | |
| "min_samples_split": 5, | |
| "n_estimators": 300 | |
| }, | |
| "features": [ | |
| "cosine_tfidf_c", | |
| "cosine_w2v", | |
| "cosine_lda", | |
| "cosine_sbert_ft", | |
| "same_component", | |
| "same_priority", | |
| "same_version", | |
| "same_comp_ver", | |
| "time_diff_created", | |
| "log_time_diff" | |
| ], | |
| "n_features": 10, | |
| "sbert_source": "hf_ft", | |
| "val": { | |
| "F1": 0.9993, | |
| "Precision": 0.9993, | |
| "Recall": 0.9993, | |
| "note": "ablation model (train-only), NOT final_clf" | |
| }, | |
| "test": { | |
| "F1": 0.9851590106007068, | |
| "Precision": 0.9789325842696629, | |
| "Recall": 0.9914651493598862 | |
| }, | |
| "efficiency": { | |
| "avg_ms_pair": 35.70887744748915, | |
| "throughput_pairs_s": 28.00424072334748, | |
| "K_retrieval": 50, | |
| "classification_ms_report": 1785.4438723744574, | |
| "throughput_reports_s": 0.5600848144669496 | |
| } | |
| } |