Named Entity Recognition on ACE 2004
90.3Entity F1InstructUIE
Evaluation results
| Method | Links | |
|---|---|---|
| InstructUIE2023.04 | 90.3 | |
| E2H-largeModel Category=Unified Models, Model Scale=large, Large-scale continued pre-training=false2023.05 | 87.06 | |
| UIE*Model Category=Unified Models, Large-scale continued pre-training=true2023.05 | 86.89 | |
| BARTNERModel Category=Specialized Models, Large-scale continued pre-training=false2023.05 | 86.84 | |
| LasUIE*Model Category=Unified Models, Large-scale continued pre-training=true2023.05 | 86.8 | |
| T5-largeModel Category=Unified Models, Model Scale=large, Large-scale continued pre-training=false2023.05 | 86.78 | |
| E2H-baseModel Category=Unified Models, Model Scale=base, Large-scale continued pre-training=false2023.05 | 86.24 | |
| T5-baseModel Category=Unified Models, Model Scale=base, Large-scale continued pre-training=false2023.05 | 85.6 | |
| DeBiasModel Category=Specialized Models, Large-scale continued pre-training=false2023.05 | 85.28 | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 28.2 | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 26.8 | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 25.9 |