Skilirium

Introduces a clerical-review band below auto-merge

R-332 · Skill knobit · Activity: Define the matching rules · Competence: Reference and master data

An auto-merge threshold high enough to be safe, a clerical-review band below it, no match below that

Can AI do this?

Not settled yet The benchmark tested this, but the models' answers do not settle yet whether they master it. 0 of 4 models in the current benchmark master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 82%Not shown
gemini-3.5-flash-liteLow cost 80%Not shown
gpt-6-lunaLow cost 83%Not shown
claude-haiku-5-5Low cost 82%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: An auto-merge threshold high enough to be safe, a clerical-review band below it, no match below that

How it is assessed: Uncertain pairs go to a steward, not to an automatic merge

Related knobits

Builds on

All 16 knobits of Define the matching rules.

Source: Graded on its own by rmd-matching