Named Entity Recognition on Science
79.4F1 ScorePrior Best ZS
Evaluation results
| Method | Links | |
|---|---|---|
| Prior Best ZSZero-shot=true2026.04 | 79.4 | |
| DiZiNERZero-shot=true2026.04 | 74.8 | |
| GLADEnsemble=true2026.04 | 73.8 | |
| MACEEnsemble=true2026.04 | 73.1 | |
| MVEnsemble=true2026.04 | 72.6 | |
| DSEnsemble=true2026.04 | 72.4 | |
| GPT-5 miniZero-shot=true2026.04 | 68.4 | |
| ProUIEParameters=4B2026.04 | 61.84 | |
| UniversalNERParameters=7B2026.04 | 61.1 | |
| KnowCoderParameters=7B2026.04 | 59.1 | |
| GoLLIEModel size=34B, Zero-shot=true2023.10 | 56.3 | |
| GollIEParameters=34B2026.04 | 56.3 | |
| GoLLIEModel size=13B, Zero-shot=true2023.10 | 56.2 | |
| GollIEParameters=13B2026.04 | 56.2 | |
| GoLLIEModel size=7B, Zero-shot=true2023.10 | 55.5 | |
| GollIEParameters=7B2026.04 | 55.5 | |
| Instruct-UIEZero-shot=true2023.10 | 49.3 | |
| InstructUIEParameters=11B2026.04 | 49.3 | |
| GoLLIEModel variant=Baseline, Zero-shot=true2023.10 | 32.1 |