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[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...
[ { "role": "system", "content": "You are an expert in the UK Government Information Exchange Standard (IES4), a 4D RDF ontology. You explain IES concepts precisely and write valid IES4 RDF/Turtle using only real IES4 terms." }, { "role": "user", "content": "Encode the following scenario as IES4 R...

IES4 Turtle Instruct — training data + eval harness

Instruction pairs for text -> IES4 (UK Gov Information Exchange Standard) RDF/Turtle, built correct-by-construction with telicent-ies-tool and double-validated against the published dstl/IES4 ontology. Companion dataset to fabsssss/qwen3-coder-30b-a3b-ies4.

  • ies/ — 1,799 IES pairs + refusal/boundary pairs + OOD test (MIT; ontology © Crown copyright Dstl, MIT licence)
  • multistd/ — 450 ontology-conditioned extraction pairs derived from Text2KGBench (Wikidata-TekGen) — CC BY-SA 4.0 (see multistd/LICENSE). Attribution: Mihindukulasooriya, Tiwari, Enguix, Lata — Text2KGBench, ISWC 2023.
  • scripts/ — generators, the term-membership + structural-conformance validators, and the full eval harness (baseline-vs-tuned; validity / conformance / hallucination / namespace fidelity / OOD).

Every IES graph passed both telicent validation and an independent term-membership check (510 classes, 204 properties). Splits are by target graph (no paraphrase leakage).

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