Skilirium

Explains blocking in record linkage

R-353 · Knowledge knobit · Activity: Define the matching rules · Competence: Reference and master data

Reducing comparisons by blocking keys, with several passes so a changed field cannot keep true matches apart.

Can AI do this?

AI does this well Most of the tested AI models master this. 3 of 4 models in the current benchmark master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 96%Mastered
gemini-3.5-flash-liteLow cost 92%Not shown
gpt-6-lunaLow cost 97%Mastered
claude-haiku-5-5Low cost 97%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: Reducing comparisons by blocking keys, with several passes so a changed field cannot keep true matches apart.

How it is assessed: Answers a written question on the blocking correctly

Related knobits

Needed for

All 16 knobits of Define the matching rules.

Source: Practice the stage 3 reference and review checklist rest on