Recognises an unclassified column
No level at all.
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.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 98% | Mastered |
| gemini-3.5-flash-lite | Low cost | 15% | Not shown |
| gpt-6-luna | Low cost | 97% | Mastered |
| claude-haiku-5-5 | Low cost | 98% | 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 column and its level
How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: CO-009 loan_application.employer_name, level: null Acceptable: confidential, personal
Also known as: Column with no classification
Related knobits
Builds on
All 16 knobits of Classify data.
Source: Review checklist 02-classification, row 4 (27002 5.12)