File size: 7,058 Bytes
4a0c408 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 | {
"score_scale": "Editorial 0\u201310; build-cost efficiency higher means cheaper. Not measured customer demand. Licensing/source completeness is a publication gate independent of score.",
"factors": [
"research_usefulness",
"commercial_usefulness",
"record_quality",
"ground_truth_strength",
"licensing_clarity",
"volume",
"novelty",
"validation_strength",
"source_diversity",
"build_cost_efficiency"
],
"candidates": [
{
"name": "Scientific-Citation-Graph",
"research_usefulness": 8,
"commercial_usefulness": 9,
"record_quality": 8,
"ground_truth_strength": 7,
"licensing_clarity": 10,
"volume": 6,
"novelty": 8,
"validation_strength": 9,
"source_diversity": 9,
"build_cost_efficiency": 8,
"total": 82,
"selected": true,
"reason": "888 mechanical reference edges with literal context and full source attribution.",
"actual_records": 888
},
{
"name": "Scientific-Answer-Ranking",
"research_usefulness": 9,
"commercial_usefulness": 9,
"record_quality": 8,
"ground_truth_strength": 6,
"licensing_clarity": 10,
"volume": 4,
"novelty": 8,
"validation_strength": 9,
"source_diversity": 9,
"build_cost_efficiency": 8,
"total": 80,
"selected": true,
"reason": "73 genuinely multi-answer threads; community signals explicitly separated from truth.",
"actual_records": 73
},
{
"name": "Scientific-RAG-HardCases",
"research_usefulness": 9,
"commercial_usefulness": 9,
"record_quality": 8,
"ground_truth_strength": 5,
"licensing_clarity": 10,
"volume": 5,
"novelty": 8,
"validation_strength": 9,
"source_diversity": 9,
"build_cost_efficiency": 8,
"total": 80,
"selected": true,
"reason": "258 property-selected cases; no invented correct-answer label.",
"actual_records": 258
},
{
"name": "Scientific-Code-and-Analysis-QA",
"research_usefulness": 9,
"commercial_usefulness": 9,
"record_quality": 8,
"ground_truth_strength": 5,
"licensing_clarity": 10,
"volume": 4,
"novelty": 8,
"validation_strength": 9,
"source_diversity": 9,
"build_cost_efficiency": 8,
"total": 79,
"selected": true,
"reason": "72 threads and 174 exact preformatted scientific code blocks; no execution/correctness claim.",
"actual_records": 72
},
{
"name": "Scientific-Statistics-QA",
"research_usefulness": 9,
"commercial_usefulness": 8,
"record_quality": 8,
"ground_truth_strength": 5,
"licensing_clarity": 10,
"volume": 4,
"novelty": 6,
"validation_strength": 9,
"source_diversity": 4,
"build_cost_efficiency": 8,
"total": 71,
"selected": true,
"reason": "89 source-grounded QA threads; statistical methods/retrieval pilot.",
"actual_records": 89
},
{
"name": "Scientific-Computational-Methods-QA",
"research_usefulness": 8,
"commercial_usefulness": 8,
"record_quality": 8,
"ground_truth_strength": 5,
"licensing_clarity": 10,
"volume": 4,
"novelty": 5,
"validation_strength": 9,
"source_diversity": 4,
"build_cost_efficiency": 8,
"total": 69,
"selected": false,
"reason": "Valid source exists, but a separate site-only QA duplicates the more distinctive code product.",
"actual_records": null
},
{
"name": "Scientific-Methodology-QA",
"research_usefulness": 8,
"commercial_usefulness": 8,
"record_quality": 5,
"ground_truth_strength": 3,
"licensing_clarity": 10,
"volume": 4,
"novelty": 3,
"validation_strength": 5,
"source_diversity": 7,
"build_cost_efficiency": 4,
"total": 57,
"selected": false,
"reason": "No precise deterministic methodological-topic subset defined; avoid vague ontology labels.",
"actual_records": null
},
{
"name": "Scientific-DataScience-QA",
"research_usefulness": 9,
"commercial_usefulness": 9,
"record_quality": 0,
"ground_truth_strength": 0,
"licensing_clarity": 6,
"volume": 0,
"novelty": 5,
"validation_strength": 0,
"source_diversity": 3,
"build_cost_efficiency": 2,
"total": 34,
"selected": false,
"reason": "Useful fit but collection not started: shared API quota 12, reserve 10.",
"actual_records": null
},
{
"name": "Scientific-Chemistry-QA",
"research_usefulness": 8,
"commercial_usefulness": 8,
"record_quality": 0,
"ground_truth_strength": 0,
"licensing_clarity": 6,
"volume": 0,
"novelty": 6,
"validation_strength": 0,
"source_diversity": 3,
"build_cost_efficiency": 2,
"total": 33,
"selected": false,
"reason": "No independently approved question/answer/revision corpus.",
"actual_records": null
},
{
"name": "Scientific-Physics-QA",
"research_usefulness": 9,
"commercial_usefulness": 7,
"record_quality": 0,
"ground_truth_strength": 0,
"licensing_clarity": 6,
"volume": 0,
"novelty": 6,
"validation_strength": 0,
"source_diversity": 3,
"build_cost_efficiency": 2,
"total": 33,
"selected": false,
"reason": "No independently approved question/answer/revision corpus.",
"actual_records": null
},
{
"name": "Scientific-Astronomy-QA",
"research_usefulness": 8,
"commercial_usefulness": 6,
"record_quality": 0,
"ground_truth_strength": 0,
"licensing_clarity": 6,
"volume": 0,
"novelty": 6,
"validation_strength": 0,
"source_diversity": 3,
"build_cost_efficiency": 2,
"total": 31,
"selected": false,
"reason": "No independently approved question/answer/revision corpus.",
"actual_records": null
},
{
"name": "Scientific-Math-QA",
"research_usefulness": 9,
"commercial_usefulness": 7,
"record_quality": 0,
"ground_truth_strength": 0,
"licensing_clarity": 6,
"volume": 0,
"novelty": 3,
"validation_strength": 0,
"source_diversity": 3,
"build_cost_efficiency": 2,
"total": 30,
"selected": false,
"reason": "Large public source, but no verified complete corpus in this run.",
"actual_records": null
}
],
"market_evidence": [
"https://aclanthology.org/2026.nslp-1.3/",
"https://arxiv.org/abs/2608.03860",
"https://aclanthology.org/2026.eacl-long.8/"
],
"no_client_or_revenue_claims": true
}
|