{ "task1_cve_linkage": { "BM25": { "R@1": 0.445, "R@5": 0.64, "R@10": 0.707, "MRR": 0.528, "verified": true }, "all-MiniLM-L6-v2": { "R@1": 0.431, "R@5": 0.656, "R@10": 0.727, "MRR": 0.53, "verified": true }, "all-mpnet-base-v2": { "R@1": 0.46, "R@5": 0.64, "R@10": 0.718, "MRR": 0.54, "verified": true }, "Hybrid BM25+mpnet": { "R@1": 0.486, "R@5": 0.675, "R@10": 0.736, "MRR": 0.567, "verified": true } }, "task2_signal_detection": { "Majority": { "F1": 0.0, "Precision": 0.0, "Recall": 0.0, "verified": true }, "TF-IDF + LR": { "F1": 0.928, "Precision": 1.0, "Recall": 0.865, "verified": true }, "SecBERT (FT)": { "F1": 0.943, "Precision": 1.0, "Recall": 0.892, "verified": true } }, "task3_temporal_generalization": { "BM25": { "R@1": 0.443, "R@5": 0.654, "R@10": 0.715, "MRR": 0.533, "verified": true }, "all-MiniLM-L6-v2": { "R@1": 0.453, "R@5": 0.669, "R@10": 0.728, "MRR": 0.546, "verified": true }, "all-mpnet-base-v2": { "R@1": 0.461, "R@5": 0.657, "R@10": 0.725, "MRR": 0.544, "verified": true }, "Hybrid BM25+mpnet": { "R@1": 0.491, "R@5": 0.69, "R@10": 0.743, "MRR": 0.577, "verified": true } }, "meta": { "corpus_size": 340536, "task1_test_size": 550, "task2_test_size": 407, "task3_test_size": 393, "hardware": "macOS arm64 (Apple MPS)", "python_version": "3.12", "pytorch_version": "2.4" } }