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