Publish artifacts for knowledge-graph-risk-engine-20260808

README.md

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+---
+license: cc-by-4.0
+language:
+- en
+pretty_name: Knowledge Graph Risk Engine Synthetic Evaluation Set
+size_categories:
+- n<1K
+task_categories:
+- feature-extraction
+tags:
+- synthetic
+- knowledge-graphs
+- evaluation
+- token-classification
+- feature-extraction
+- question-answering
+- sentence-similarity
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train.jsonl
+  - split: test
+    path: data/test.jsonl
+---
+
+# Knowledge Graph Risk Engine Synthetic Dataset
+
+## Summary
+
+This dataset contains 14 training examples and 4
+held-out examples for **Risk teams need relationship-level explanations instead of opaque entity scores.**
+
+Every record is synthetic and includes:
+
+- `input`: query, event, or feature description
+- `label`: expected class, route, relation, or evidence category
+- `context`: synthetic supporting context
+- `source`: fictional source identifier
+- `variant`: generation pattern
+- `synthetic`: always `true`
+
+## Uses
+
+- Reproducible unit and integration tests
+- Baseline model training
+- Evaluation harness development
+- Schema and architecture demonstrations
+
+## Limitations
+
+All entities are fictional. Real identity or financial data requires governance, consent, and bias review.
+
+This dataset does not represent real users, patients, customers, production
+traffic, or licensed media. It must not be presented as real-world evidence.
+
+## Related Model
+
+[RKB109/knowledge-graph-risk-engine-20260808-model](https://huggingface.co/RKB109/knowledge-graph-risk-engine-20260808-model)

data/test.jsonl

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+{"id":"knowledge-graph-risk-2-1","input":"Which account paid vendor beta?","label":"transaction","context":"account-17 paid vendor-beta","source":"graph-02","variant":"direct","synthetic":true}
+{"id":"knowledge-graph-risk-3-2","input":"In an operations review, Where is warehouse north located?","label":"location","context":"warehouse-north located-in region-east","source":"graph-03","variant":"operations","synthetic":true}
+{"id":"knowledge-graph-risk-4-3","input":"For an evaluation case, Which company owns vendor gamma?","label":"ownership","context":"company-delta owns vendor-gamma","source":"graph-04","variant":"evaluation","synthetic":true}
+{"id":"knowledge-graph-risk-6-1","input":"What region contains facility blue?","label":"location","context":"facility-blue located-in region-west","source":"graph-06","variant":"direct","synthetic":true}

data/train.jsonl

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+{"id":"knowledge-graph-risk-1-1","input":"Who controls supplier alpha?","label":"ownership","context":"company-alpha controls supplier-alpha","source":"graph-01","variant":"direct","synthetic":true}
+{"id":"knowledge-graph-risk-1-2","input":"In an operations review, Who controls supplier alpha?","label":"ownership","context":"company-alpha controls supplier-alpha","source":"graph-01","variant":"operations","synthetic":true}
+{"id":"knowledge-graph-risk-1-3","input":"For an evaluation case, Who controls supplier alpha?","label":"ownership","context":"company-alpha controls supplier-alpha","source":"graph-01","variant":"evaluation","synthetic":true}
+{"id":"knowledge-graph-risk-2-2","input":"In an operations review, Which account paid vendor beta?","label":"transaction","context":"account-17 paid vendor-beta","source":"graph-02","variant":"operations","synthetic":true}
+{"id":"knowledge-graph-risk-2-3","input":"For an evaluation case, Which account paid vendor beta?","label":"transaction","context":"account-17 paid vendor-beta","source":"graph-02","variant":"evaluation","synthetic":true}
+{"id":"knowledge-graph-risk-3-1","input":"Where is warehouse north located?","label":"location","context":"warehouse-north located-in region-east","source":"graph-03","variant":"direct","synthetic":true}
+{"id":"knowledge-graph-risk-3-3","input":"For an evaluation case, Where is warehouse north located?","label":"location","context":"warehouse-north located-in region-east","source":"graph-03","variant":"evaluation","synthetic":true}
+{"id":"knowledge-graph-risk-4-1","input":"Which company owns vendor gamma?","label":"ownership","context":"company-delta owns vendor-gamma","source":"graph-04","variant":"direct","synthetic":true}
+{"id":"knowledge-graph-risk-4-2","input":"In an operations review, Which company owns vendor gamma?","label":"ownership","context":"company-delta owns vendor-gamma","source":"graph-04","variant":"operations","synthetic":true}
+{"id":"knowledge-graph-risk-5-1","input":"What transfer connects account 17 and supplier alpha?","label":"transaction","context":"account-17 transferred-to supplier-alpha","source":"graph-05","variant":"direct","synthetic":true}
+{"id":"knowledge-graph-risk-5-2","input":"In an operations review, What transfer connects account 17 and supplier alpha?","label":"transaction","context":"account-17 transferred-to supplier-alpha","source":"graph-05","variant":"operations","synthetic":true}
+{"id":"knowledge-graph-risk-5-3","input":"For an evaluation case, What transfer connects account 17 and supplier alpha?","label":"transaction","context":"account-17 transferred-to supplier-alpha","source":"graph-05","variant":"evaluation","synthetic":true}
+{"id":"knowledge-graph-risk-6-2","input":"In an operations review, What region contains facility blue?","label":"location","context":"facility-blue located-in region-west","source":"graph-06","variant":"operations","synthetic":true}
+{"id":"knowledge-graph-risk-6-3","input":"For an evaluation case, What region contains facility blue?","label":"location","context":"facility-blue located-in region-west","source":"graph-06","variant":"evaluation","synthetic":true}

project.json

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+{
+  "name": "Knowledge Graph Risk Engine",
+  "problem": "Risk teams need relationship-level explanations instead of opaque entity scores.",
+  "domain": "knowledge-graphs",
+  "architecture": "graph",
+  "hugging_face_tasks": [
+    "token-classification",
+    "feature-extraction",
+    "question-answering",
+    "sentence-similarity"
+  ],
+  "recommended_stack": [
+    "FastAPI for entity and evidence APIs",
+    "Neo4j Community or PostgreSQL recursive queries",
+    "Sentence Transformers for entity resolution",
+    "NetworkX for local graph validation",
+    "Kafka-compatible event ingestion",
+    "OpenTelemetry for lineage and query traces"
+  ],
+  "real_world_data_sources": [
+    {
+      "name": "SEC EDGAR submissions API",
+      "url": "https://data.sec.gov/submissions/CIK0000320193.json",
+      "purpose": "Public company and filing relationships"
+    },
+    {
+      "name": "GLEIF LEI API",
+      "url": "https://api.gleif.org/api/v1/lei-records?page[size]=5",
+      "purpose": "Public legal-entity identifiers and relationships"
+    }
+  ],
+  "job_description_skills": [
+    "Entity resolution and relation extraction",
+    "Knowledge-graph modeling and path queries",
+    "Graph-based explainability and provenance",
+    "Streaming ingestion and schema evolution",
+    "Risk-model evaluation and data quality controls"
+  ],
+  "impact_targets": [
+    "Reach entity-resolution precision >= 0.95 on reviewed pairs",
+    "Return evidence paths for 100% of emitted risk flags",
+    "Process 10,000 relationship events per minute in load tests",
+    "Detect schema and orphan-node regressions in CI"
+  ],
+  "baseline_evaluation": {
+    "test_examples": 4,
+    "accuracy": 1,
+    "synthetic_evaluation": true
+  },
+  "estimated_delivery": "8-12 weeks for one engineer",
+  "generated_baseline_is_production_ready": false
+}

sources.json

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+[
+  {
+    "name": "SEC EDGAR submissions API",
+    "url": "https://data.sec.gov/submissions/CIK0000320193.json",
+    "purpose": "Public company and filing relationships"
+  },
+  {
+    "name": "GLEIF LEI API",
+    "url": "https://api.gleif.org/api/v1/lei-records?page[size]=5",
+    "purpose": "Public legal-entity identifiers and relationships"
+  }
+]