Semantic Type Annotation on SOTAB sch-s
96.5Micro-F1TabEmb
Evaluation results
| Method | Links | |
|---|---|---|
| TabEmbArchitecture Category=Joint semantic-structure2026.04 | 96.5 | |
| ArcheTypeArchitecture Category=Single-column2026.04 | 91.7 | |
| DoduoArchitecture Category=Joint semantic-structure2026.04 | 86.4 | |
| ArcheTypeFT (Llama-7B)Category=Supervised (Reference)2026.03 | 83 | |
| TURLArchitecture Category=Joint semantic-structure2026.04 | 81.7 | |
| Doduo (BERT)Category=Supervised (Reference)2026.03 | 81.1 | |
| ZTab-per (GPT-4o,GPT-4o)Category=Zero-shot2026.03 | 78.9 | |
| ZTab-per (GPT-4.1-mini,GPT-4.1-mini)Category=Zero-shot2026.03 | 78.2 | |
| CENTS (GPT-4o)Category=Zero-shot2026.03 | 78.1 | |
| ZTab-per (GPT-4o-mini,GPT-4o-mini)Category=Zero-shot2026.03 | 77.1 | |
| ZTab-per (GPT-3.5,GPT-3.5)Category=Zero-shot2026.03 | 77 | |
| CENTS (GPT-4.1-mini)Category=Zero-shot2026.03 | 76 | |
| GPT-3.5-basedCategory=Zero-shot2026.03 | 64 | |
| Chorus (GPT-3.5)Category=Zero-shot2026.03 | 60.3 | |
| CENTS (GPT-4o-mini)Category=Zero-shot2026.03 | 59.8 | |
| SherlockArchitecture Category=Single-column2026.04 | 57.6 | |
| CENTS (GPT-3.5)Category=Zero-shot2026.03 | 49.7 |