| { |
| "@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[*]" } |
| } |
| } |
| ] |
| } |
| ] |
| } |
|
|
