Named Entity Recognition on Literature
72.7F1 ScoreDiZiNER
Evaluation results
| Method | Links | |
|---|---|---|
| DiZiNERZero-shot=true2026.04 | 72.7 | |
| Prior Best ZSZero-shot=true2026.04 | 71.6 | |
| ProUIEParameters=4B2026.04 | 70.5 | |
| GLADEnsemble=true2026.04 | 69.4 | |
| MVEnsemble=true2026.04 | 69.3 | |
| MACEEnsemble=true2026.04 | 69.1 | |
| GPT-5 miniZero-shot=true2026.04 | 67.6 | |
| DSEnsemble=true2026.04 | 66.8 | |
| GoLLIEModel size=7B, Zero-shot=true2023.10 | 62.7 | |
| GollIEParameters=7B2026.04 | 62.7 | |
| KnowCoderParameters=7B2026.04 | 61.1 | |
| GoLLIEModel size=13B, Zero-shot=true2023.10 | 59.7 | |
| GollIEParameters=13B2026.04 | 59.7 | |
| UniversalNERParameters=7B2026.04 | 59.4 | |
| GoLLIEModel size=34B, Zero-shot=true2023.10 | 59.1 | |
| GollIEParameters=34B2026.04 | 59.1 | |
| InstructUIEParameters=11B2026.04 | 47.21 | |
| Instruct-UIEZero-shot=true2023.10 | 47.2 | |
| GoLLIEModel variant=Baseline, Zero-shot=true2023.10 | 39.4 |