Named Entity Recognition on HarveyNER
88.79Entity F1InstructUIE
Evaluation Results
| Method | Links | |
|---|---|---|
| InstructUIEBackbone=11B FlanT52023.04 | 88.79 | |
| BERTEvaluation Protocol=Supervised2024.11 | 82.26 | |
| Bert-baseBackbone=Bert-base2023.04 | 82.26 | |
| BERT-base2026.04 | 82.26 | |
| InstructUIEParameters=11B2026.04 | 74.69 | |
| UniversalNERParameters=7B2026.04 | 74.21 | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 73.91 | |
| B2NEREvaluation Protocol=Supervised2024.11 | 73.67 | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 69.57 | |
| ProUIEParameters=4B2026.04 | 69.5 | |
| InstructUIE2023.04 | 68.97 | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 67.7 | |
| GoLLIEModel size=13B, Zero-shot=true2023.10 | 41.3 | |
| GoLLIEModel size=34B, Zero-shot=true2023.10 | 38.9 | |
| GoLLIEModel size=7B, Zero-shot=true2023.10 | 37.3 | |
| JPT-4Bzero-shot=true2026.04 | 27.7 | |
| GoLLIEModel variant=Baseline, Zero-shot=true2023.10 | 23.2 | |
| GLiNER-Lzero-shot=true2026.04 | 22.7 | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 19.1 | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 18.9 | |
| UniNER-7Bzero-shot=true2026.04 | 18.2 | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 17.4 |