Semantic Type Annotation on SOTAB dbp
85.2Micro-F1Doduo (BERT)
Evaluation Results
| Method | Links | |
|---|---|---|
| Doduo (BERT)Category=Supervised (Reference)2026.03 | 85.2 | |
| ArcheTypeFT (Llama-7B)Category=Supervised (Reference)2026.03 | 83.6 | |
| ZTab-per (GPT-4.1-mini,GPT-4.1-mini)Category=Zero-shot2026.03 | 79.3 | |
| ZTab-per (GPT-4o,GPT-4o)Category=Zero-shot2026.03 | 78.9 | |
| ZTab-per (GPT-4o-mini,GPT-4o-mini)Category=Zero-shot2026.03 | 77.6 | |
| ZTab-per (GPT-3.5,GPT-3.5)Category=Zero-shot2026.03 | 77.4 | |
| CENTS (GPT-4o)Category=Zero-shot2026.03 | 74.5 | |
| CENTS (GPT-4.1-mini)Category=Zero-shot2026.03 | 73.6 | |
| GPT-3.5-basedCategory=Zero-shot2026.03 | 70 | |
| Chorus (GPT-3.5)Category=Zero-shot2026.03 | 64.8 | |
| CENTS (GPT-4o-mini)Category=Zero-shot2026.03 | 61.1 | |
| CENTS (GPT-3.5)Category=Zero-shot2026.03 | 53.7 |