Entity Recognition on BioNLP
80.96F1 MacroUNIVERSALNER
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UNIVERSALNERkw=642024.02 | 80.96 | — | |
| NuNERkw=642024.02 | 80.85 | — | |
| UNIVERSALNERkw=322024.02 | 80.09 | — | |
| GPT-4kw=82024.02 | 78.8 | — | |
| NuNERkw=322024.02 | 78.78 | — | |
| GPT-4kw=22024.02 | 77.1 | — | |
| GPT-4kw=42024.02 | 76.32 | — | |
| NuNERkw=162024.02 | 76.31 | — | |
| UNIVERSALNERkw=162024.02 | 76.09 | — | |
| HAMRBackbone=DeBERTa-v3-base2026.04 | 72.7 | 75.4 | |
| GPT-3.5kw=82024.02 | 70.86 | — | |
| GPT-4kw=12024.02 | 70.82 | — | |
| GPT-3.5kw=22024.02 | 70.7 | — | |
| DiceBackbone=DeBERTa-v3-base2026.04 | 70.6 | 74.9 | |
| GPT-3.5kw=42024.02 | 70.22 | — | |
| LNRBackbone=DeBERTa-v3-base2026.04 | 70.1 | 74.6 | |
| FocalBackbone=DeBERTa-v3-base2026.04 | 69.8 | 74.1 | |
| UNIVERSALNERkw=82024.02 | 69.52 | — | |
| ENBackbone=DeBERTa-v3-base2026.04 | 69.2 | 74 | |
| GPT-3.5kw=322024.02 | 69.12 | — | |
| GPT-3.5kw=162024.02 | 68.88 | — | |
| GBCBackbone=DeBERTa-v3-base2026.04 | 68.4 | 72.4 | |
| NuNERkw=82024.02 | 68.01 | — | |
| ICFBackbone=DeBERTa-v3-base2026.04 | 68 | 70.6 | |
| GPT-3.5kw=12024.02 | 67.62 | — | |
| GPT-3.5kw=02024.02 | 63.48 | — | |
| GPT-4kw=02024.02 | 61.09 | — | |
| UNIVERSALNERkw=02024.02 | 60.23 | — | |
| NuNERkw=42024.02 | 56.31 | — | |
| NuNERkw=22024.02 | 50.02 | — | |
| NuNERkw=12024.02 | 40.39 | — |