Skilirium

Recognises an operative rule filed as definitional

Q-220 · Skill knobit · Activity: Document data rules in SBVR · Competence: Data quality

The reverse: a rule data can break, recorded as a definition, so nobody implements it.

Can AI do this?

People still lead Few or none of the tested AI models showed they master this. 1 of 4 models in the current benchmark master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 89%Not shown
gemini-3.1-pro-preview*Flagship 99%Mastered
gpt-6-astra*Flagship 100%Mastered
claude-fable-5-1*Flagship 100%Mastered
gemini-3.8-flash*Mid tier 100%Mastered
gpt-6.1-sol*Mid tier 100%Mastered
claude-sonnet-5-5*Mid tier 99%Mastered
gemini-3.5-flash-liteLow cost 7%Not shown
gpt-6-lunaLow cost 90%Mastered
claude-haiku-5-5Low cost 89%Not shown

* From the earlier benchmark of 2026-10: 10 data-modelling test tasks, 3 runs per task, graded by claude-opus-5-5. These models have not taken the current 123 tasks yet; the two methods differ, so compare their figures with care. They are left out of the “most models” counts and the best-model picks.

Mastered means a probability of at least 90% that the model has this knobit, estimated from its graded answers. “Not shown” means the answers do not settle it either way. How the models are tested.

What it looks like in practice

Expected result: The rule and the enforcement it needs

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: "An IBAN is unique", written into the term's definition and nowhere else Acceptable: kind: data, classification: data-content, subtype: uniqueness, with an enforcement (RUL-014, GLO rule-as-definition)

Also known as: Operative rule filed as definitional (data rule)

Related knobits

Builds on

All 23 knobits of Document data rules in SBVR.

Source: Review checklist 02-data-rules (data-quality), row 20; formerly data-modelling K-320