Taxonomy Generation on cars
19,858ConceptsHAC
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| HACsampling=random sample of 10,000 cars, distance metric=Euclidean, linkage=Ward, max depth=202026.05 | 19,858 | 10,015 | 0 | 21 | 9,929 | 0 | 2 | 0.01 | 0.5 | 1 | |
| FCAprocessing time=> 30 minutes2026.05 | 9,677 | 88,076 | 47,461 | 8 | 949 | 9,652 | 5.194 | 3.23 | 9.1 | 92.8 | |
| ChatGPT 5.2output format=OWL2026.05 | 66 | 88,068 | 65 | 4 | 45 | 0 | 3.095 | 0.436 | 1,334.2 | 1,956.9 | |
| TaBIIC2source_label=Our tool2026.05 | 38 | 88,243 | 28 | 6 | 24 | 9 | 3.286 | 0.994 | 12,458.5 | 4,036.9 | |
| Claude Haiku 4.5output format=OWL2026.05 | 20 | 88,068 | 19 | 4 | 13 | 0 | 2.714 | 0.488 | 4,403 | 6,568.8 | |
| Gemini 3 Reasoningoutput format=OWL2026.05 | 16 | 88,068 | 15 | 3 | 10 | 0 | 2.5 | 1.225 | 5,503.8 | 8,806 | |
| Claude Sonnet 4.6output format=OWL2026.05 | 12 | 88,068 | 11 | 3 | 8 | 0 | 2.75 | 0.5 | 7,338.3 | 11,007.5 | |
| Claude Opus 4.6output format=OWL2026.05 | 7 | 88,068 | 6 | 3 | 4 | 0 | 2 | 0 | 12,580 | 22,015 | |
| Gemini 3 Fastoutput format=OWL2026.05 | 7 | 1,008 | 6 | 3 | 4 | 0 | 2 | 0 | 142.9 | 250 |