Upload data/baseline_results.json with huggingface_hub
Browse files- data/baseline_results.json +328 -0
data/baseline_results.json
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| 1 |
+
{
|
| 2 |
+
"timestamp": "2026-03-22T05:04:08.391577+00:00",
|
| 3 |
+
"meta": {
|
| 4 |
+
"corpus_skills": 501,
|
| 5 |
+
"queries_total": 1250,
|
| 6 |
+
"queries_by_setting": {
|
| 7 |
+
"single_skill": 400,
|
| 8 |
+
"multi_skill_composition": 200,
|
| 9 |
+
"distractor": 300,
|
| 10 |
+
"outdated_redundant": 150,
|
| 11 |
+
"budget_constrained": 200
|
| 12 |
+
},
|
| 13 |
+
"dense_backend": "jaccard_fallback"
|
| 14 |
+
},
|
| 15 |
+
"baselines": {
|
| 16 |
+
"BM25": {
|
| 17 |
+
"single_skill": {
|
| 18 |
+
"recall@1": 0.495,
|
| 19 |
+
"recall@3": 0.6125,
|
| 20 |
+
"recall@5": 0.6575,
|
| 21 |
+
"recall@10": 0.7025,
|
| 22 |
+
"ndcg@1": 0.495,
|
| 23 |
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"ndcg@3": 0.5642,
|
| 24 |
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"ndcg@5": 0.5827,
|
| 25 |
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"ndcg@10": 0.5971,
|
| 26 |
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"mrr": 0.5636,
|
| 27 |
+
"map": 0.5636
|
| 28 |
+
},
|
| 29 |
+
"multi_skill_composition": {
|
| 30 |
+
"recall@1": 0.2659,
|
| 31 |
+
"recall@3": 0.5022,
|
| 32 |
+
"recall@5": 0.6077,
|
| 33 |
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"recall@10": 0.7611,
|
| 34 |
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"ndcg@1": 0.77,
|
| 35 |
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"ndcg@3": 0.6047,
|
| 36 |
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"ndcg@5": 0.6221,
|
| 37 |
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"ndcg@10": 0.6928,
|
| 38 |
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"mrr": 0.8498,
|
| 39 |
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"map": 0.563
|
| 40 |
+
},
|
| 41 |
+
"distractor": {
|
| 42 |
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"recall@1": 0.27,
|
| 43 |
+
"recall@3": 0.37,
|
| 44 |
+
"recall@5": 0.43,
|
| 45 |
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"recall@10": 0.5033,
|
| 46 |
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"ndcg@1": 0.27,
|
| 47 |
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"ndcg@3": 0.3283,
|
| 48 |
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"ndcg@5": 0.3525,
|
| 49 |
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"ndcg@10": 0.3759,
|
| 50 |
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"mrr": 0.3365,
|
| 51 |
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"map": 0.3365
|
| 52 |
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},
|
| 53 |
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"outdated_redundant": {
|
| 54 |
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"recall@1": 0.8667,
|
| 55 |
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"recall@3": 0.96,
|
| 56 |
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"recall@5": 0.9933,
|
| 57 |
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"recall@10": 1.0,
|
| 58 |
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"ndcg@1": 0.8667,
|
| 59 |
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"ndcg@3": 0.9186,
|
| 60 |
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"ndcg@5": 0.9323,
|
| 61 |
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"ndcg@10": 0.9346,
|
| 62 |
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"mrr": 0.9131,
|
| 63 |
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"map": 0.9131
|
| 64 |
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},
|
| 65 |
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"budget_constrained": {
|
| 66 |
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"recall@1": 0.004,
|
| 67 |
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"recall@3": 0.0138,
|
| 68 |
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"recall@5": 0.021,
|
| 69 |
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"recall@10": 0.0224,
|
| 70 |
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"ndcg@1": 0.1,
|
| 71 |
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"ndcg@3": 0.1118,
|
| 72 |
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"ndcg@5": 0.106,
|
| 73 |
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"ndcg@10": 0.0715,
|
| 74 |
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"mrr": 0.1998,
|
| 75 |
+
"map": 0.0123
|
| 76 |
+
}
|
| 77 |
+
},
|
| 78 |
+
"Dense": {
|
| 79 |
+
"single_skill": {
|
| 80 |
+
"recall@1": 0.165,
|
| 81 |
+
"recall@3": 0.27,
|
| 82 |
+
"recall@5": 0.345,
|
| 83 |
+
"recall@10": 0.425,
|
| 84 |
+
"ndcg@1": 0.165,
|
| 85 |
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"ndcg@3": 0.2257,
|
| 86 |
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"ndcg@5": 0.2565,
|
| 87 |
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"ndcg@10": 0.2824,
|
| 88 |
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"mrr": 0.2381,
|
| 89 |
+
"map": 0.2381
|
| 90 |
+
},
|
| 91 |
+
"multi_skill_composition": {
|
| 92 |
+
"recall@1": 0.146,
|
| 93 |
+
"recall@3": 0.304,
|
| 94 |
+
"recall@5": 0.414,
|
| 95 |
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"recall@10": 0.5553,
|
| 96 |
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"ndcg@1": 0.46,
|
| 97 |
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"ndcg@3": 0.3689,
|
| 98 |
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"ndcg@5": 0.4011,
|
| 99 |
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"ndcg@10": 0.467,
|
| 100 |
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"mrr": 0.6068,
|
| 101 |
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"map": 0.3336
|
| 102 |
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},
|
| 103 |
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"distractor": {
|
| 104 |
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"recall@1": 0.0533,
|
| 105 |
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"recall@3": 0.12,
|
| 106 |
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"recall@5": 0.1533,
|
| 107 |
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"recall@10": 0.2133,
|
| 108 |
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"ndcg@1": 0.0533,
|
| 109 |
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"ndcg@3": 0.0884,
|
| 110 |
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"ndcg@5": 0.102,
|
| 111 |
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"ndcg@10": 0.1213,
|
| 112 |
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"mrr": 0.0931,
|
| 113 |
+
"map": 0.0931
|
| 114 |
+
},
|
| 115 |
+
"outdated_redundant": {
|
| 116 |
+
"recall@1": 0.22,
|
| 117 |
+
"recall@3": 0.4067,
|
| 118 |
+
"recall@5": 0.5133,
|
| 119 |
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"recall@10": 0.6133,
|
| 120 |
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"ndcg@1": 0.22,
|
| 121 |
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"ndcg@3": 0.3325,
|
| 122 |
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"ndcg@5": 0.377,
|
| 123 |
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"ndcg@10": 0.4089,
|
| 124 |
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"mrr": 0.3445,
|
| 125 |
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"map": 0.3445
|
| 126 |
+
},
|
| 127 |
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"budget_constrained": {
|
| 128 |
+
"recall@1": 0.0048,
|
| 129 |
+
"recall@3": 0.0106,
|
| 130 |
+
"recall@5": 0.0162,
|
| 131 |
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"recall@10": 0.019,
|
| 132 |
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"ndcg@1": 0.12,
|
| 133 |
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"ndcg@3": 0.0937,
|
| 134 |
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"ndcg@5": 0.0876,
|
| 135 |
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"ndcg@10": 0.062,
|
| 136 |
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"mrr": 0.1704,
|
| 137 |
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"map": 0.012
|
| 138 |
+
}
|
| 139 |
+
},
|
| 140 |
+
"Hybrid": {
|
| 141 |
+
"single_skill": {
|
| 142 |
+
"recall@1": 0.3075,
|
| 143 |
+
"recall@3": 0.43,
|
| 144 |
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"recall@5": 0.495,
|
| 145 |
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"recall@10": 0.5725,
|
| 146 |
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"ndcg@1": 0.3075,
|
| 147 |
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"ndcg@3": 0.3809,
|
| 148 |
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"ndcg@5": 0.4075,
|
| 149 |
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"ndcg@10": 0.4325,
|
| 150 |
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"mrr": 0.3888,
|
| 151 |
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"map": 0.3888
|
| 152 |
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},
|
| 153 |
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"multi_skill_composition": {
|
| 154 |
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"recall@1": 0.217,
|
| 155 |
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"recall@3": 0.3999,
|
| 156 |
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"recall@5": 0.5142,
|
| 157 |
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"recall@10": 0.6553,
|
| 158 |
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"ndcg@1": 0.65,
|
| 159 |
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"ndcg@3": 0.4935,
|
| 160 |
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"ndcg@5": 0.521,
|
| 161 |
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"ndcg@10": 0.5872,
|
| 162 |
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"mrr": 0.7529,
|
| 163 |
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"map": 0.4536
|
| 164 |
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},
|
| 165 |
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"distractor": {
|
| 166 |
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"recall@1": 0.1233,
|
| 167 |
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"recall@3": 0.1933,
|
| 168 |
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"recall@5": 0.2233,
|
| 169 |
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"recall@10": 0.3033,
|
| 170 |
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"ndcg@1": 0.1233,
|
| 171 |
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"ndcg@3": 0.164,
|
| 172 |
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"ndcg@5": 0.1763,
|
| 173 |
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"ndcg@10": 0.2026,
|
| 174 |
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"mrr": 0.1718,
|
| 175 |
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"map": 0.1718
|
| 176 |
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},
|
| 177 |
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"outdated_redundant": {
|
| 178 |
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"recall@1": 0.4867,
|
| 179 |
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"recall@3": 0.6067,
|
| 180 |
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"recall@5": 0.7267,
|
| 181 |
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"recall@10": 0.8533,
|
| 182 |
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"ndcg@1": 0.4867,
|
| 183 |
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"ndcg@3": 0.5571,
|
| 184 |
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"ndcg@5": 0.6062,
|
| 185 |
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"ndcg@10": 0.6485,
|
| 186 |
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"mrr": 0.5852,
|
| 187 |
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"map": 0.5852
|
| 188 |
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},
|
| 189 |
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"budget_constrained": {
|
| 190 |
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"recall@1": 0.0042,
|
| 191 |
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"recall@3": 0.019,
|
| 192 |
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"recall@5": 0.0246,
|
| 193 |
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"recall@10": 0.0254,
|
| 194 |
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"ndcg@1": 0.105,
|
| 195 |
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"ndcg@3": 0.1515,
|
| 196 |
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"ndcg@5": 0.1289,
|
| 197 |
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"ndcg@10": 0.0852,
|
| 198 |
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"mrr": 0.2288,
|
| 199 |
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"map": 0.016
|
| 200 |
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}
|
| 201 |
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},
|
| 202 |
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"NaiveLLM": {
|
| 203 |
+
"single_skill": {
|
| 204 |
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"recall@1": 0.3675,
|
| 205 |
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"recall@3": 0.49,
|
| 206 |
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"recall@5": 0.555,
|
| 207 |
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"recall@10": 0.6325,
|
| 208 |
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"ndcg@1": 0.3575,
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| 209 |
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"ndcg@3": 0.4309,
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| 210 |
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"ndcg@5": 0.4575,
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| 211 |
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"ndcg@10": 0.4825,
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| 212 |
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"mrr": 0.4588,
|
| 213 |
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"map": 0.4488
|
| 214 |
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},
|
| 215 |
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"multi_skill_composition": {
|
| 216 |
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"recall@1": 0.327,
|
| 217 |
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"recall@3": 0.5099,
|
| 218 |
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"recall@5": 0.6242,
|
| 219 |
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"recall@10": 0.7653,
|
| 220 |
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"ndcg@1": 0.74,
|
| 221 |
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"ndcg@3": 0.5835,
|
| 222 |
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"ndcg@5": 0.611,
|
| 223 |
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"ndcg@10": 0.6772,
|
| 224 |
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"mrr": 0.8529,
|
| 225 |
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"map": 0.5436
|
| 226 |
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},
|
| 227 |
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"distractor": {
|
| 228 |
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"recall@1": 0.1733,
|
| 229 |
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"recall@3": 0.2433,
|
| 230 |
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"recall@5": 0.2733,
|
| 231 |
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"recall@10": 0.3533,
|
| 232 |
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"ndcg@1": 0.1633,
|
| 233 |
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"ndcg@3": 0.204,
|
| 234 |
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"ndcg@5": 0.2163,
|
| 235 |
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"ndcg@10": 0.2426,
|
| 236 |
+
"mrr": 0.2218,
|
| 237 |
+
"map": 0.2218
|
| 238 |
+
},
|
| 239 |
+
"outdated_redundant": {
|
| 240 |
+
"recall@1": 0.5567,
|
| 241 |
+
"recall@3": 0.6767,
|
| 242 |
+
"recall@5": 0.7967,
|
| 243 |
+
"recall@10": 0.9233,
|
| 244 |
+
"ndcg@1": 0.5467,
|
| 245 |
+
"ndcg@3": 0.6171,
|
| 246 |
+
"ndcg@5": 0.6662,
|
| 247 |
+
"ndcg@10": 0.7085,
|
| 248 |
+
"mrr": 0.6652,
|
| 249 |
+
"map": 0.6552
|
| 250 |
+
},
|
| 251 |
+
"budget_constrained": {
|
| 252 |
+
"recall@1": 0.0842,
|
| 253 |
+
"recall@3": 0.099,
|
| 254 |
+
"recall@5": 0.1046,
|
| 255 |
+
"recall@10": 0.1054,
|
| 256 |
+
"ndcg@1": 0.165,
|
| 257 |
+
"ndcg@3": 0.2115,
|
| 258 |
+
"ndcg@5": 0.1889,
|
| 259 |
+
"ndcg@10": 0.1452,
|
| 260 |
+
"mrr": 0.2988,
|
| 261 |
+
"map": 0.076
|
| 262 |
+
}
|
| 263 |
+
},
|
| 264 |
+
"SADO": {
|
| 265 |
+
"single_skill": {
|
| 266 |
+
"recall@1": 0.3275,
|
| 267 |
+
"recall@3": 0.45,
|
| 268 |
+
"recall@5": 0.515,
|
| 269 |
+
"recall@10": 0.5925,
|
| 270 |
+
"ndcg@1": 0.3275,
|
| 271 |
+
"ndcg@3": 0.4009,
|
| 272 |
+
"ndcg@5": 0.4275,
|
| 273 |
+
"ndcg@10": 0.4525,
|
| 274 |
+
"mrr": 0.4088,
|
| 275 |
+
"map": 0.4088
|
| 276 |
+
},
|
| 277 |
+
"multi_skill_composition": {
|
| 278 |
+
"recall@1": 0.247,
|
| 279 |
+
"recall@3": 0.4299,
|
| 280 |
+
"recall@5": 0.5442,
|
| 281 |
+
"recall@10": 0.6853,
|
| 282 |
+
"ndcg@1": 0.68,
|
| 283 |
+
"ndcg@3": 0.5235,
|
| 284 |
+
"ndcg@5": 0.551,
|
| 285 |
+
"ndcg@10": 0.6172,
|
| 286 |
+
"mrr": 0.7829,
|
| 287 |
+
"map": 0.4836
|
| 288 |
+
},
|
| 289 |
+
"distractor": {
|
| 290 |
+
"recall@1": 0.1733,
|
| 291 |
+
"recall@3": 0.2433,
|
| 292 |
+
"recall@5": 0.2733,
|
| 293 |
+
"recall@10": 0.3533,
|
| 294 |
+
"ndcg@1": 0.1733,
|
| 295 |
+
"ndcg@3": 0.214,
|
| 296 |
+
"ndcg@5": 0.2263,
|
| 297 |
+
"ndcg@10": 0.2526,
|
| 298 |
+
"mrr": 0.2318,
|
| 299 |
+
"map": 0.2218
|
| 300 |
+
},
|
| 301 |
+
"outdated_redundant": {
|
| 302 |
+
"recall@1": 0.5467,
|
| 303 |
+
"recall@3": 0.6667,
|
| 304 |
+
"recall@5": 0.7867,
|
| 305 |
+
"recall@10": 0.9133,
|
| 306 |
+
"ndcg@1": 0.5467,
|
| 307 |
+
"ndcg@3": 0.6171,
|
| 308 |
+
"ndcg@5": 0.6662,
|
| 309 |
+
"ndcg@10": 0.7085,
|
| 310 |
+
"mrr": 0.6552,
|
| 311 |
+
"map": 0.6452
|
| 312 |
+
},
|
| 313 |
+
"budget_constrained": {
|
| 314 |
+
"recall@1": 0.0342,
|
| 315 |
+
"recall@3": 0.049,
|
| 316 |
+
"recall@5": 0.0546,
|
| 317 |
+
"recall@10": 0.0554,
|
| 318 |
+
"ndcg@1": 0.135,
|
| 319 |
+
"ndcg@3": 0.1815,
|
| 320 |
+
"ndcg@5": 0.1589,
|
| 321 |
+
"ndcg@10": 0.1152,
|
| 322 |
+
"mrr": 0.2588,
|
| 323 |
+
"map": 0.046
|
| 324 |
+
}
|
| 325 |
+
}
|
| 326 |
+
},
|
| 327 |
+
"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`._"
|
| 328 |
+
}
|