Datasets:

thaki-AI
/

SkillRetBench

+{
+  "@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[*]" }
+          }
+        }
+      ]
+    }
+  ]
+}