Named Entity Recognition on wikineural
93.28Entity F1UniversalNER
Evaluation results
| Method | Links | |
|---|---|---|
| UniversalNERParameters=7B2026.04 | 93.28 | |
| B2NEREvaluation Protocol=Supervised2024.11 | 93.01 | |
| InstructUIEBackbone=11B FlanT52023.04 | 91.36 | |
| InstructUIEParameters=11B2026.04 | 88.27 | |
| ProUIEParameters=4B2026.04 | 88.18 | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 87.79 | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 87.63 | |
| BERTEvaluation Protocol=Supervised2024.11 | 82.78 | |
| Bert-baseBackbone=Bert-base2023.04 | 82.78 | |
| BERT-base2026.04 | 82.78 | |
| JPT-4Bzero-shot=true2026.04 | 77.3 | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 73 | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 72.6 | |
| GLiNER-Lzero-shot=true2026.04 | 71.8 | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 71.4 | |
| UniNER-7Bzero-shot=true2026.04 | 69.2 |