Named Entity Recognition on FabNER
88Entity F1InstructUIE
Evaluation Results
| Method | Links | |
|---|---|---|
| InstructUIE2023.04 | 88 | |
| GNEREvaluation Protocol=Supervised2026.04 | 85.4 | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 83.19 | |
| KnowCoderSetting=Supervised, Model Scale=7B2024.03 | 82.9 | |
| KnowCoderParameters=7B2026.04 | 82.9 | |
| KnowCoder-7BEvaluation Protocol=Supervised2026.04 | 82.9 | |
| UniNERSetting=Supervised2024.03 | 82.3 | |
| UniNER-7BEvaluation Protocol=Supervised2026.04 | 81.9 | |
| UniversalNERParameters=7B2026.04 | 81.87 | |
| ProUIEParameters=4B2026.04 | 80.49 | |
| B2NEREvaluation Protocol=Supervised2024.11 | 78.82 | |
| B2NEREvaluation Protocol=Supervised2026.04 | 78.8 | |
| InstructUIEEvaluation Protocol=Supervised2026.04 | 78.4 | |
| InstructUIEParameters=11B2026.04 | 78.38 | |
| GLiNEREvaluation Protocol=Supervised2026.04 | 77.8 | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 77.07 | |
| InstructUIEBackbone=11B FlanT52023.04 | 76.2 | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 72.63 | |
| BERTEvaluation Protocol=Supervised2024.11 | 64.2 | |
| Bert-baseBackbone=Bert-base2023.04 | 64.2 | |
| BERT-base2026.04 | 64.2 | |
| BERT-baseEvaluation Protocol=Supervised2026.04 | 64.2 | |
| MACEEnsemble=true2026.04 | 33.7 | |
| DSEnsemble=true2026.04 | 33.4 | |
| GLADEnsemble=true2026.04 | 33.2 | |
| MVEnsemble=true2026.04 | 32.6 | |
| DiZiNERZero-shot=true2026.04 | 29.5 | |
| GPT-5 miniZero-shot=true2026.04 | 29.5 | |
| GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.04 | 29.5 | |
| DiZiNEREvaluation Protocol=Zero-shot2026.04 | 29.5 | |
| JPT-4Bzero-shot=true2026.04 | 27.8 | |
| GoLLIEModel size=34B, Zero-shot=true2023.10 | 26.3 | |
| Prior Best ZSZero-shot=true2026.04 | 26.3 | |
| GoLLIEEvaluation Protocol=Zero-shot2026.04 | 26.3 | |
| GoLLIEModel size=13B, Zero-shot=true2023.10 | 25.4 | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 25.1 | |
| GoLLIEModel size=7B, Zero-shot=true2023.10 | 24.8 | |
| UniNER-7Bzero-shot=true2026.04 | 24.8 | |
| UniNER-7BEvaluation Protocol=Zero-shot2026.04 | 24.8 | |
| GLiNER-Lzero-shot=true2026.04 | 23.6 | |
| GLiNEREvaluation Protocol=Zero-shot2026.04 | 23.6 | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 23.5 | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 22.4 | |
| ChatGPTEvaluation Protocol=Zero-shot2026.04 | 15.3 | |
| GoLLIEModel variant=Baseline, Zero-shot=true2023.10 | 6.1 |