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