Skilirium

Recognises inferred metadata published as approved

M-107 · Skill knobit · Activity: State the metadata requirements and strategy · Competence: Metadata management

Inferred metadata entering the catalogue as approved with no confirmation step.

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 61%Not shown
gemini-3.5-flash-liteLow cost 25%Not shown
gpt-6-lunaLow cost 27%Not shown
claude-haiku-5-5Low cost 58%Not shown

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 source, publishing as proposed until a steward confirms

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: MX-006 links columns to terms by name similarity, publish_as: approved Acceptable: publish_as: proposed until the steward confirms

Also known as: Inferred metadata published as fact

Related knobits

Builds on

All 13 knobits of State the metadata requirements and strategy.

Source: Review checklist 01-requirements-strategy, row 7 (11179-6 (registration status))