Skilirium

Recognises a cardinality rule stated from one end only

K-318 · Skill knobit · Activity: Document data rules as SBVR fact types and rule statements · Competence: Data modelling

A cardinality rule stated from one end, leaving the other end unconstrained. The commonest cause of duplicates.

Can AI do this?

AI does this well Most of the tested AI models master this. 9 of 10 models master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 99%Mastered
gemini-3.1-pro-previewFlagship 99%Mastered
gpt-6-astraFlagship 100%Mastered
claude-fable-5-1Flagship 100%Mastered
gemini-3.8-flashMid tier 99%Mastered
gpt-6.1-solMid tier 99%Mastered
claude-sonnet-5-5Mid tier 99%Mastered
gemini-3.5-flash-liteLow cost 43%Not shown
gpt-6-lunaLow cost 100%Mastered
claude-haiku-5-5Low cost 100%Mastered

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 unconstrained end and the rule for it

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: "Each account has exactly one IBAN" (nothing stops two accounts sharing one) Acceptable: Both: "each account has exactly one IBAN" and "each IBAN is held by at most one account"

Also known as: One direction only (data rule)

Related knobits

Builds on

All 28 knobits of Document data rules as SBVR fact types and rule statements.

Source: Review checklist 03-data-rules, row 18