Column Type Annotation on Semtab low-resource 2019
62.4SW F1RECA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RECAResource Level=low4 (9.3%, 506 col)2026.02 | 62.4 | 30.4 | — | — | |
| GPT-4o verificationResource Level=low4 (9.3%, 506 col)2026.02 | 62.4 | 37.3 | — | — | |
| -LLM verificationResource Level=low4 (9.3%, 506 col)2026.02 | 60.4 | 32.2 | — | — | |
| DODUOResource Level=low4 (9.3%, 506 col)2026.02 | 59.4 | 30.3 | — | — | |
| TABBIEResource Level=low4 (9.3%, 506 col)2026.02 | 58 | 28.7 | — | — | |
| RECAResource Level=low3 (6.5%, 356 col)2026.02 | 57.8 | 24.3 | — | — | |
| SudowoodoResource Level=low4 (9.3%, 506 col)2026.02 | 57.6 | 29.9 | — | — | |
| GPT-4o verificationResource Level=low3 (6.5%, 356 col)2026.02 | 57.6 | 29.8 | — | — | |
| SudowoodoResource Level=low3 (6.5%, 356 col)2026.02 | 53.5 | 27.8 | — | — | |
| -LLM verificationResource Level=low3 (6.5%, 356 col)2026.02 | 52.4 | 26.4 | — | — | |
| DODUOResource Level=low3 (6.5%, 356 col)2026.02 | 52.1 | 24.5 | — | — | |
| TABBIEResource Level=low3 (6.5%, 356 col)2026.02 | 49.4 | 21 | — | — | |
| GPT-4o verificationResource Level=low2 (3.8%, 206 col)2026.02 | 47.8 | 21.4 | — | — | |
| RECAResource Level=low2 (3.8%, 206 col)2026.02 | 46.8 | 16.9 | — | — | |
| SudowoodoResource Level=low2 (3.8%, 206 col)2026.02 | 45.2 | 21.9 | — | — | |
| -LLM verificationResource Level=low2 (3.8%, 206 col)2026.02 | 42.3 | 17.6 | — | — | |
| DODUOResource Level=low2 (3.8%, 206 col)2026.02 | 39.3 | 16.4 | — | — | |
| TABBIEResource Level=low2 (3.8%, 206 col)2026.02 | 37.5 | 12.7 | — | — | |
| GPT-4o verificationResource Level=low1 (2.4%, 131 col)2026.02 | 36.9 | 14.5 | — | — | |
| -LLM verificationResource Level=low1 (2.4%, 131 col)2026.02 | 35 | 13.1 | — | — | |
| SudowoodoResource Level=low1 (2.4%, 131 col)2026.02 | 34.3 | 13.4 | — | — | |
| RECAResource Level=low1 (2.4%, 131 col)2026.02 | 34 | 10 | — | — | |
| TABBIEResource Level=low1 (2.4%, 131 col)2026.02 | 32.2 | 9.7 | — | — | |
| SherlockResource Level=low4 (9.3%, 506 col)2026.02 | 31.3 | 15.4 | — | — | |
| DODUOResource Level=low1 (2.4%, 131 col)2026.02 | 30.2 | 11 | — | — | |
| SherlockResource Level=low3 (6.5%, 356 col)2026.02 | 22.5 | 9.6 | — | — | |
| LakeHopper(D)Variant=Dynamic Selection, Resource Levels=low1-low42026.02 | — | — | 14 | 26.2 | |
| LakeHopper(R)Variant=Reinforcement Learning Selection, Resource Levels=low1-low42026.02 | — | — | 12.3 | 52.5 | |
| LakeHopper(S)Variant=Static Selection, Resource Levels=low1-low42026.02 | — | — | 9.8 | 18 |