| { | |
| "timestamp": "2026-03-22T05:04:08.391577+00:00", | |
| "meta": { | |
| "corpus_skills": 501, | |
| "queries_total": 1250, | |
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| "map": 0.012 | |
| } | |
| }, | |
| "Hybrid": { | |
| "single_skill": { | |
| "recall@1": 0.3075, | |
| "recall@3": 0.43, | |
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| "ndcg@5": 0.4075, | |
| "ndcg@10": 0.4325, | |
| "mrr": 0.3888, | |
| "map": 0.3888 | |
| }, | |
| "multi_skill_composition": { | |
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| "recall@3": 0.3999, | |
| "recall@5": 0.5142, | |
| "recall@10": 0.6553, | |
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| "ndcg@5": 0.521, | |
| "ndcg@10": 0.5872, | |
| "mrr": 0.7529, | |
| "map": 0.4536 | |
| }, | |
| "distractor": { | |
| "recall@1": 0.1233, | |
| "recall@3": 0.1933, | |
| "recall@5": 0.2233, | |
| "recall@10": 0.3033, | |
| "ndcg@1": 0.1233, | |
| "ndcg@3": 0.164, | |
| "ndcg@5": 0.1763, | |
| "ndcg@10": 0.2026, | |
| "mrr": 0.1718, | |
| "map": 0.1718 | |
| }, | |
| "outdated_redundant": { | |
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| "recall@5": 0.7267, | |
| "recall@10": 0.8533, | |
| "ndcg@1": 0.4867, | |
| "ndcg@3": 0.5571, | |
| "ndcg@5": 0.6062, | |
| "ndcg@10": 0.6485, | |
| "mrr": 0.5852, | |
| "map": 0.5852 | |
| }, | |
| "budget_constrained": { | |
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| "recall@3": 0.019, | |
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| "ndcg@10": 0.0852, | |
| "mrr": 0.2288, | |
| "map": 0.016 | |
| } | |
| }, | |
| "NaiveLLM": { | |
| "single_skill": { | |
| "recall@1": 0.3675, | |
| "recall@3": 0.49, | |
| "recall@5": 0.555, | |
| "recall@10": 0.6325, | |
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| "ndcg@5": 0.4575, | |
| "ndcg@10": 0.4825, | |
| "mrr": 0.4588, | |
| "map": 0.4488 | |
| }, | |
| "multi_skill_composition": { | |
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| "recall@3": 0.5099, | |
| "recall@5": 0.6242, | |
| "recall@10": 0.7653, | |
| "ndcg@1": 0.74, | |
| "ndcg@3": 0.5835, | |
| "ndcg@5": 0.611, | |
| "ndcg@10": 0.6772, | |
| "mrr": 0.8529, | |
| "map": 0.5436 | |
| }, | |
| "distractor": { | |
| "recall@1": 0.1733, | |
| "recall@3": 0.2433, | |
| "recall@5": 0.2733, | |
| "recall@10": 0.3533, | |
| "ndcg@1": 0.1633, | |
| "ndcg@3": 0.204, | |
| "ndcg@5": 0.2163, | |
| "ndcg@10": 0.2426, | |
| "mrr": 0.2218, | |
| "map": 0.2218 | |
| }, | |
| "outdated_redundant": { | |
| "recall@1": 0.5567, | |
| "recall@3": 0.6767, | |
| "recall@5": 0.7967, | |
| "recall@10": 0.9233, | |
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| "ndcg@3": 0.6171, | |
| "ndcg@5": 0.6662, | |
| "ndcg@10": 0.7085, | |
| "mrr": 0.6652, | |
| "map": 0.6552 | |
| }, | |
| "budget_constrained": { | |
| "recall@1": 0.0842, | |
| "recall@3": 0.099, | |
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| "ndcg@10": 0.1452, | |
| "mrr": 0.2988, | |
| "map": 0.076 | |
| } | |
| }, | |
| "SADO": { | |
| "single_skill": { | |
| "recall@1": 0.3275, | |
| "recall@3": 0.45, | |
| "recall@5": 0.515, | |
| "recall@10": 0.5925, | |
| "ndcg@1": 0.3275, | |
| "ndcg@3": 0.4009, | |
| "ndcg@5": 0.4275, | |
| "ndcg@10": 0.4525, | |
| "mrr": 0.4088, | |
| "map": 0.4088 | |
| }, | |
| "multi_skill_composition": { | |
| "recall@1": 0.247, | |
| "recall@3": 0.4299, | |
| "recall@5": 0.5442, | |
| "recall@10": 0.6853, | |
| "ndcg@1": 0.68, | |
| "ndcg@3": 0.5235, | |
| "ndcg@5": 0.551, | |
| "ndcg@10": 0.6172, | |
| "mrr": 0.7829, | |
| "map": 0.4836 | |
| }, | |
| "distractor": { | |
| "recall@1": 0.1733, | |
| "recall@3": 0.2433, | |
| "recall@5": 0.2733, | |
| "recall@10": 0.3533, | |
| "ndcg@1": 0.1733, | |
| "ndcg@3": 0.214, | |
| "ndcg@5": 0.2263, | |
| "ndcg@10": 0.2526, | |
| "mrr": 0.2318, | |
| "map": 0.2218 | |
| }, | |
| "outdated_redundant": { | |
| "recall@1": 0.5467, | |
| "recall@3": 0.6667, | |
| "recall@5": 0.7867, | |
| "recall@10": 0.9133, | |
| "ndcg@1": 0.5467, | |
| "ndcg@3": 0.6171, | |
| "ndcg@5": 0.6662, | |
| "ndcg@10": 0.7085, | |
| "mrr": 0.6552, | |
| "map": 0.6452 | |
| }, | |
| "budget_constrained": { | |
| "recall@1": 0.0342, | |
| "recall@3": 0.049, | |
| "recall@5": 0.0546, | |
| "recall@10": 0.0554, | |
| "ndcg@1": 0.135, | |
| "ndcg@3": 0.1815, | |
| "ndcg@5": 0.1589, | |
| "ndcg@10": 0.1152, | |
| "mrr": 0.2588, | |
| "map": 0.046 | |
| } | |
| } | |
| }, | |
| "summary_table": "### SkillRetBench baseline summary (macro mean over settings)\n\n| Baseline | R@1 | R@3 | R@5 | R@10 | nDCG@10 | MRR | MAP |\n|---|---:|---:|---:|---:|---:|---:|---:|\n| BM25 | 0.3803 | 0.4917 | 0.5419 | 0.5979 | 0.5344 | 0.5726 | 0.4777 |\n| Dense | 0.1178 | 0.2223 | 0.2884 | 0.3652 | 0.2683 | 0.2906 | 0.2043 |\n| Hybrid | 0.2277 | 0.3298 | 0.3968 | 0.482 | 0.3912 | 0.4255 | 0.3231 |\n| NaiveLLM | 0.3017 | 0.4038 | 0.4708 | 0.556 | 0.4512 | 0.4995 | 0.3891 |\n| SADO | 0.2657 | 0.3678 | 0.4348 | 0.52 | 0.4292 | 0.4675 | 0.3611 |\n\n_NaiveLLM / SADO: simulated (no API); see `run_baselines.py`._" | |
| } | |