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