Skilirium

Recognises a data rule implied by another

Q-204 · Skill knobit · Activity: Document data rules in SBVR · Competence: Data quality

One rule is implied by another, so only one will be implemented — and nobody has said which.

Can AI do this?

People still lead Few or none of the tested AI models showed they master this. 0 of 4 models in the current benchmark master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 81%Not shown
gemini-3.1-pro-preview*Flagship 100%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 100%Mastered
gemini-3.5-flash-liteLow cost 47%Not shown
gpt-6-lunaLow cost 84%Not shown
claude-haiku-5-5Low cost 82%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 implying rule, the implied one, and which is implemented

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: BR-4: each joint account has at least 2 account holders alongside BR-5: each joint account has at least one account holder Acceptable: Keep BR-4; retire BR-5 with superseded_by, or record why both stakeholders need their own (ANO-003)

Also known as: Subsumption (data rule)

Related knobits

Builds on

All 23 knobits of Document data rules in SBVR.

Source: Review checklist 02-data-rules (data-quality), row 4; formerly data-modelling K-304