Column Type Annotation on Efthymiou Cross-Domain
88.9F1 ScoreZTab-pri (Llama3.1-70B,Qwen2.5-7B)
Evaluation results
| Method | Links | |
|---|---|---|
| ZTab-pri (Llama3.1-70B,Qwen2.5-7B)Category=Zero-shot2026.03 | 88.9 | |
| Llama3.1-70B-basedCategory=Zero-shot2026.03 | 87.3 | |
| ZTab-pri (Llama3.1-70B,Mistral-7B)Category=Zero-shot2026.03 | 85.4 | |
| ZTab-pri (Llama3.1-70B,Llama-7B)Category=Zero-shot2026.03 | 80.3 | |
| ZTab-pri (Llama3.1-70B,Qwen-1.5B)Category=Zero-shot2026.03 | 78.6 | |
| GPT-20B-basedCategory=Zero-shot2026.03 | 73.1 | |
| TableLlama (Llama-7B)Category=Zero-shot2026.03 | 68.9 | |
| ArcheTypeZS (T5)Category=Zero-shot2026.03 | 67.7 | |
| HNN (Deep learning)Category=Supervised (Reference)2026.03 | 65 | |
| Doduo (BERT)Category=Supervised (Reference)2026.03 | 63.2 | |
| ColNet (Deep learning)Category=Supervised (Reference)2026.03 | 61.9 | |
| Jellyfish (Mistral-7B)Category=Zero-shot2026.03 | 58.9 | |
| ArcheTypeFT (Llama-7B)Category=Supervised (Reference)2026.03 | 53 | |
| GPT-120B-basedCategory=Zero-shot2026.03 | 19.7 |