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"timestamp": "2026-03-22T05:04:08.391577+00:00",
"meta": {
"corpus_skills": 501,
"queries_total": 1250,
"queries_by_setting": {
"single_skill": 400,
"multi_skill_composition": 200,
"distractor": 300,
"outdated_redundant": 150,
"budget_constrained": 200
},
"dense_backend": "jaccard_fallback"
},
"baselines": {
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"ndcg@10": 0.5971,
"mrr": 0.5636,
"map": 0.5636
},
"multi_skill_composition": {
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"mrr": 0.3365,
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},
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"mrr": 0.9131,
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"budget_constrained": {
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"ndcg@5": 0.106,
"ndcg@10": 0.0715,
"mrr": 0.1998,
"map": 0.0123
}
},
"Dense": {
"single_skill": {
"recall@1": 0.165,
"recall@3": 0.27,
"recall@5": 0.345,
"recall@10": 0.425,
"ndcg@1": 0.165,
"ndcg@3": 0.2257,
"ndcg@5": 0.2565,
"ndcg@10": 0.2824,
"mrr": 0.2381,
"map": 0.2381
},
"multi_skill_composition": {
"recall@1": 0.146,
"recall@3": 0.304,
"recall@5": 0.414,
"recall@10": 0.5553,
"ndcg@1": 0.46,
"ndcg@3": 0.3689,
"ndcg@5": 0.4011,
"ndcg@10": 0.467,
"mrr": 0.6068,
"map": 0.3336
},
"distractor": {
"recall@1": 0.0533,
"recall@3": 0.12,
"recall@5": 0.1533,
"recall@10": 0.2133,
"ndcg@1": 0.0533,
"ndcg@3": 0.0884,
"ndcg@5": 0.102,
"ndcg@10": 0.1213,
"mrr": 0.0931,
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},
"outdated_redundant": {
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"recall@5": 0.5133,
"recall@10": 0.6133,
"ndcg@1": 0.22,
"ndcg@3": 0.3325,
"ndcg@5": 0.377,
"ndcg@10": 0.4089,
"mrr": 0.3445,
"map": 0.3445
},
"budget_constrained": {
"recall@1": 0.0048,
"recall@3": 0.0106,
"recall@5": 0.0162,
"recall@10": 0.019,
"ndcg@1": 0.12,
"ndcg@3": 0.0937,
"ndcg@5": 0.0876,
"ndcg@10": 0.062,
"mrr": 0.1704,
"map": 0.012
}
},
"Hybrid": {
"single_skill": {
"recall@1": 0.3075,
"recall@3": 0.43,
"recall@5": 0.495,
"recall@10": 0.5725,
"ndcg@1": 0.3075,
"ndcg@3": 0.3809,
"ndcg@5": 0.4075,
"ndcg@10": 0.4325,
"mrr": 0.3888,
"map": 0.3888
},
"multi_skill_composition": {
"recall@1": 0.217,
"recall@3": 0.3999,
"recall@5": 0.5142,
"recall@10": 0.6553,
"ndcg@1": 0.65,
"ndcg@3": 0.4935,
"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": {
"recall@1": 0.4867,
"recall@3": 0.6067,
"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": {
"recall@1": 0.0042,
"recall@3": 0.019,
"recall@5": 0.0246,
"recall@10": 0.0254,
"ndcg@1": 0.105,
"ndcg@3": 0.1515,
"ndcg@5": 0.1289,
"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,
"ndcg@1": 0.3575,
"ndcg@3": 0.4309,
"ndcg@5": 0.4575,
"ndcg@10": 0.4825,
"mrr": 0.4588,
"map": 0.4488
},
"multi_skill_composition": {
"recall@1": 0.327,
"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,
"ndcg@1": 0.5467,
"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,
"recall@5": 0.1046,
"recall@10": 0.1054,
"ndcg@1": 0.165,
"ndcg@3": 0.2115,
"ndcg@5": 0.1889,
"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`._"
}
|