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license: mit
tags: [ies4, rdf, turtle, knowledge-graph, instruction-tuning, uk-government]
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# 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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