File size: 9,862 Bytes
83d107e | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 | {
"@context": {
"@language": "en",
"@vocab": "https://schema.org/",
"cr": "http://mlcommons.org/croissant/1.0/",
"rai": "http://mlcommons.org/croissant/RAI/",
"column": "cr:column",
"dataType": { "@id": "cr:dataType", "@type": "@vocab" },
"extract": "cr:extract",
"field": "cr:field",
"fileObject": "cr:fileObject",
"format": "cr:format",
"includes": "cr:includes",
"isEnumeration": { "@id": "cr:isEnumeration", "@type": "sc:Boolean" },
"jsonPath": "cr:jsonPath",
"key": "cr:key",
"md5": "cr:md5",
"parentField": "cr:parentField",
"path": "cr:path",
"recordSet": "cr:recordSet",
"references": "cr:references",
"regex": "cr:regex",
"repeated": { "@id": "cr:repeated", "@type": "sc:Boolean" },
"separator": "cr:separator",
"source": "cr:source",
"subField": "cr:subField",
"transform": "cr:transform",
"sc": "https://schema.org/"
},
"@type": "Dataset",
"@id": "https://huggingface.co/datasets/thakicloud/SkillRetBench",
"name": "SkillRetBench",
"description": "Query-to-skill retrieval benchmark: 501 procedural agent skills, 1,250 annotated queries across five settings (single_skill, multi_skill_composition, distractor, outdated_redundant, budget_constrained), and packaged baseline IR results (BM25, Dense, Hybrid, NaiveLLM, SADO). Languages: English and Korean. Companion to SEFO (Self-Evolving Federated Orchestration).",
"url": "https://huggingface.co/datasets/thakicloud/SkillRetBench",
"license": "https://www.apache.org/licenses/LICENSE-2.0",
"creator": {
"@type": "Organization",
"name": "ThakiCloud AI Research"
},
"citation": "@misc{han2026sefo, title = {{SEFO}: Self-Evolving Federated Orchestration with Trusted Skill Governance and Skill Retrieval Benchmark for Recursive Agentic Systems}, author = {Han, Hyojung and {ThakiCloud AI Research}}, year = {2026}, howpublished = {\\url{https://github.com/hyojunguy/ai-model-event-stock-analytics}}, note = {Includes SkillRetBench}}",
"version": "1.0.0",
"distribution": [
{
"@type": "cr:FileObject",
"@id": "skill_corpus.json",
"name": "skill_corpus.json",
"description": "Skill index with meta, statistics, and 501 skill records (ids, descriptions, triggers, full_text, token_count, composition edges).",
"contentUrl": "https://huggingface.co/datasets/thakicloud/SkillRetBench/resolve/main/skill_corpus.json",
"encodingFormat": "application/json",
"sha256": ""
},
{
"@type": "cr:FileObject",
"@id": "skillretbench_queries.json",
"name": "skillretbench_queries.json",
"description": "1,250 benchmark queries with gold_skills, settings, difficulty, source, and corpus meta (rng_seed 42).",
"contentUrl": "https://huggingface.co/datasets/thakicloud/SkillRetBench/resolve/main/skillretbench_queries.json",
"encodingFormat": "application/json",
"sha256": ""
},
{
"@type": "cr:FileObject",
"@id": "baseline_results.json",
"name": "baseline_results.json",
"description": "Per-baseline, per-setting IR metrics (Recall@k, nDCG@k, MRR, MAP) and summary_table markdown.",
"contentUrl": "https://huggingface.co/datasets/thakicloud/SkillRetBench/resolve/main/baseline_results.json",
"encodingFormat": "application/json",
"sha256": ""
}
],
"recordSet": [
{
"@type": "cr:RecordSet",
"@id": "recordset/skills",
"name": "skills",
"description": "One row per skill in the fixed retrieval corpus (aligned iteration over $.skills[*]).",
"key": { "@id": "field/skill_id" },
"source": {
"fileObject": { "@id": "skill_corpus.json" },
"extract": { "jsonPath": "$.skills[*]" }
},
"field": [
{
"@type": "cr:Field",
"@id": "field/skill_id",
"name": "skill_id",
"description": "Canonical skill identifier (slug).",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.skill_id" }
}
},
{
"@type": "cr:Field",
"@id": "field/skill_name",
"name": "skill_name",
"description": "Human-readable skill title.",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.skill_name" }
}
},
{
"@type": "cr:Field",
"@id": "field/description",
"name": "description",
"description": "Short routing description (YAML description / summary).",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.description" }
}
},
{
"@type": "cr:Field",
"@id": "field/category",
"name": "category",
"description": "Folder or taxonomy category for the skill.",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.category" }
}
},
{
"@type": "cr:Field",
"@id": "field/token_count",
"name": "token_count",
"description": "Approximate token count of full skill body.",
"dataType": "sc:Integer",
"source": {
"extract": { "jsonPath": "$.token_count" }
}
},
{
"@type": "cr:Field",
"@id": "field/full_text",
"name": "full_text",
"description": "Full SKILL.md-derived markdown body used as retrieval document.",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.full_text" }
}
},
{
"@type": "cr:Field",
"@id": "field/trigger_phrases",
"name": "trigger_phrases",
"description": "Quoted trigger phrases from skill spec.",
"dataType": "sc:Text",
"repeated": true,
"source": {
"extract": { "jsonPath": "$.trigger_phrases[*]" }
}
},
{
"@type": "cr:Field",
"@id": "field/korean_triggers",
"name": "korean_triggers",
"description": "Korean trigger tokens if present.",
"dataType": "sc:Text",
"repeated": true,
"source": {
"extract": { "jsonPath": "$.korean_triggers[*]" }
}
},
{
"@type": "cr:Field",
"@id": "field/composable_skills",
"name": "composable_skills",
"description": "Referenced skill ids for composition edges.",
"dataType": "sc:Text",
"repeated": true,
"source": {
"extract": { "jsonPath": "$.composable_skills[*]" }
}
}
]
},
{
"@type": "cr:RecordSet",
"@id": "recordset/queries",
"name": "queries",
"description": "One row per benchmark query with gold and distractor skill lists (aligned iteration over $.queries[*]).",
"key": { "@id": "field/query_id" },
"source": {
"fileObject": { "@id": "skillretbench_queries.json" },
"extract": { "jsonPath": "$.queries[*]" }
},
"field": [
{
"@type": "cr:Field",
"@id": "field/query_id",
"name": "query_id",
"description": "Stable query id (e.g. SS-0001).",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.query_id" }
}
},
{
"@type": "cr:Field",
"@id": "field/setting",
"name": "setting",
"description": "Benchmark slice: single_skill, multi_skill_composition, distractor, outdated_redundant, budget_constrained.",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.setting" }
}
},
{
"@type": "cr:Field",
"@id": "field/query",
"name": "query",
"description": "Natural-language user request (English and/or Korean).",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.query" }
}
},
{
"@type": "cr:Field",
"@id": "field/difficulty",
"name": "difficulty",
"description": "Generator-assigned difficulty label.",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.difficulty" }
}
},
{
"@type": "cr:Field",
"@id": "field/source",
"name": "source",
"description": "Query provenance (e.g. trigger_paraphrase).",
"dataType": "sc:Text",
"source": {
"extract": { "jsonPath": "$.source" }
}
},
{
"@type": "cr:Field",
"@id": "field/budget_tokens",
"name": "budget_tokens",
"description": "Token budget hint when setting is budget_constrained; null otherwise.",
"dataType": "sc:Integer",
"source": {
"extract": { "jsonPath": "$.budget_tokens" }
}
},
{
"@type": "cr:Field",
"@id": "field/gold_skills",
"name": "gold_skills",
"description": "Ground-truth skill_id list for the query.",
"dataType": "sc:Text",
"repeated": true,
"source": {
"extract": { "jsonPath": "$.gold_skills[*]" }
}
},
{
"@type": "cr:Field",
"@id": "field/distractor_skills",
"name": "distractor_skills",
"description": "Non-gold skill ids included as distractors when applicable.",
"dataType": "sc:Text",
"repeated": true,
"source": {
"extract": { "jsonPath": "$.distractor_skills[*]" }
}
}
]
}
]
}
|