Semantic Type Annotation on WikiTable
76.7Micro F1 ScoreArcheTypeFT (Llama-7B)
Evaluation results
| Method | Links | |
|---|---|---|
| ArcheTypeFT (Llama-7B)Category=Supervised (Reference)2026.03 | 76.7 | |
| Doduo (BERT)Category=Supervised (Reference)2026.03 | 75.2 | |
| ZTab-per (GPT-4.1-mini,GPT-4.1-mini)Category=Zero-shot2026.03 | 48.9 | |
| ZTab-per (GPT-4o,GPT-4o)Category=Zero-shot2026.03 | 48.8 | |
| ZTab-per (GPT-4o-mini,GPT-4o-mini)Category=Zero-shot2026.03 | 44.2 | |
| ZTab-per (GPT-3.5,GPT-3.5)Category=Zero-shot2026.03 | 42.3 | |
| CENTS (GPT-4.1-mini)Category=Zero-shot2026.03 | 38.9 | |
| CENTS (GPT-4o)Category=Zero-shot2026.03 | 35.7 | |
| CENTS (GPT-4o-mini)Category=Zero-shot2026.03 | 33 | |
| GPT-3.5-basedCategory=Zero-shot2026.03 | 28.3 | |
| CENTS (GPT-3.5)Category=Zero-shot2026.03 | 25.6 | |
| Chorus (GPT-3.5)Category=Zero-shot2026.03 | 15.3 |