Recognises a synonym kept as a separate node
The same concept appears as two nodes under different names: synonyms, spelling variants or near-synonyms the business treats as one.
Can AI do this?
AI does this well Most of the tested AI models master this. 10 of 10 models master it.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 100% | Mastered |
| gemini-3.1-pro-preview | Flagship | 100% | Mastered |
| gpt-6-astra | Flagship | 100% | Mastered |
| claude-fable-5-1 | Flagship | 100% | Mastered |
| gemini-3.8-flash | Mid tier | 100% | Mastered |
| gpt-6.1-sol | Mid tier | 100% | Mastered |
| claude-sonnet-5-5 | Mid tier | 100% | Mastered |
| gemini-3.5-flash-lite | Low cost | 100% | Mastered |
| gpt-6-luna | Low cost | 100% | Mastered |
| claude-haiku-5-5 | Low 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 synonym pair and the preferred term
How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: Client under Retail and Customer under Party Role, with the same definition Acceptable: One node, Customer; client recorded as a synonym on its business term
Also known as: Synonym as a separate node (taxonomy)
Related knobits
Builds on
All 31 knobits of Build the conceptual model and taxonomies.
Source: Review checklist 04-conceptual-taxonomies, row 10; z39.19: 5.3.2, 8.2