Column Type Annotation on Limaye Cross-Domain
92.4F1 ScoreZTab-pri (Llama3.1-70B,Qwen2.5-7B)
Evaluation results
| Method | Links | |
|---|---|---|
| ZTab-pri (Llama3.1-70B,Qwen2.5-7B)Category=Zero-shot2026.03 | 92.4 | |
| Llama3.1-70B-basedCategory=Zero-shot2026.03 | 91.2 | |
| ZTab-pri (Llama3.1-70B,Mistral-7B)Category=Zero-shot2026.03 | 89.3 | |
| GPT-20B-basedCategory=Zero-shot2026.03 | 86.6 | |
| TableLlama (Llama-7B)Category=Zero-shot2026.03 | 86 | |
| ZTab-pri (Llama3.1-70B,Qwen-1.5B)Category=Zero-shot2026.03 | 84.7 | |
| ZTab-pri (Llama3.1-70B,Llama-7B)Category=Zero-shot2026.03 | 83.6 | |
| ArcheTypeZS (T5)Category=Zero-shot2026.03 | 78.3 | |
| Jellyfish (Mistral-7B)Category=Zero-shot2026.03 | 78 | |
| GPT-120B-basedCategory=Zero-shot2026.03 | 75.4 | |
| HNN (Deep learning)Category=Supervised (Reference)2026.03 | 74.6 | |
| Doduo (BERT)Category=Supervised (Reference)2026.03 | 64.5 | |
| ColNet (Deep learning)Category=Supervised (Reference)2026.03 | 59.7 | |
| ArcheTypeFT (Llama-7B)Category=Supervised (Reference)2026.03 | 57.6 |