Column Type Annotation on T2D Cross-Domain
96.6F1 ScoreHNN (Deep learning)
Evaluation results
| Method | Links | |
|---|---|---|
| HNN (Deep learning)Category=Supervised (Reference)2026.03 | 96.6 | |
| ZTab-pri (Llama3.1-70B,Qwen2.5-7B)Category=Zero-shot2026.03 | 96.2 | |
| Llama3.1-70B-basedCategory=Zero-shot2026.03 | 94.7 | |
| ColNet (Deep learning)Category=Supervised (Reference)2026.03 | 94.7 | |
| ZTab-pri (Llama3.1-70B,Mistral-7B)Category=Zero-shot2026.03 | 93.5 | |
| ZTab-pri (Llama3.1-70B,Qwen-1.5B)Category=Zero-shot2026.03 | 92 | |
| Doduo (BERT)Category=Supervised (Reference)2026.03 | 91.1 | |
| ZTab-pri (Llama3.1-70B,Llama-7B)Category=Zero-shot2026.03 | 90.4 | |
| ArcheTypeFT (Llama-7B)Category=Supervised (Reference)2026.03 | 88 | |
| ArcheTypeZS (T5)Category=Zero-shot2026.03 | 81.6 | |
| TableLlama (Llama-7B)Category=Zero-shot2026.03 | 78.2 | |
| Jellyfish (Mistral-7B)Category=Zero-shot2026.03 | 76.7 | |
| GPT-20B-basedCategory=Zero-shot2026.03 | 64 | |
| GPT-120B-basedCategory=Zero-shot2026.03 | 15.1 |