Named Entity Recognition on bc2gm
88.75Entity F1InstructUIE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| InstructUIE2023.04 | 88.75 | — | |
| InstructUIEBackbone=11B FlanT52023.04 | 85.16 | — | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 84.49 | — | |
| GNEREvaluation Protocol=Supervised2026.04 | 84.3 | — | |
| ProUIEParameters=4B2026.04 | 83.87 | — | |
| GLiNEREvaluation Protocol=Supervised2026.04 | 83.7 | — | |
| UniversalNERParameters=7B2026.04 | 82.42 | — | |
| UniNER-7BEvaluation Protocol=Supervised2026.04 | 82.4 | — | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 82.05 | — | |
| KnowCoderParameters=7B2026.04 | 82 | — | |
| KnowCoder-7BEvaluation Protocol=Supervised2026.04 | 82 | — | |
| B2NEREvaluation Protocol=Supervised2026.04 | 82 | — | |
| B2NEREvaluation Protocol=Supervised2024.11 | 81.95 | — | |
| BERTEvaluation Protocol=Supervised2024.11 | 80.9 | — | |
| Bert-baseBackbone=Bert-base2023.04 | 80.9 | — | |
| BERT-base2026.04 | 80.9 | — | |
| BERT-baseEvaluation Protocol=Supervised2026.04 | 80.9 | — | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 80.73 | — | |
| InstructUIEEvaluation Protocol=Supervised2026.04 | 80.7 | — | |
| InstructUIEParameters=11B2026.04 | 80.69 | — | |
| GPT-5 miniZero-shot=true2026.04 | 73 | — | |
| GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.04 | 73 | — | |
| DiZiNERZero-shot=true2026.04 | 71 | — | |
| DiZiNEREvaluation Protocol=Zero-shot2026.04 | 71 | — | |
| GLADEnsemble=true2026.04 | 63.9 | — | |
| MACEEnsemble=true2026.04 | 63.8 | — | |
| ACLMtraining_samples=5002023.06 | 62.37 | — | |
| MVEnsemble=true2026.04 | 62.3 | — | |
| LWTRtraining_samples=5002023.06 | 60.46 | — | |
| ACLMtraining_samples=2002023.06 | 58.48 | — | |
| DSEnsemble=true2026.04 | 57 | — | |
| MELMtraining_samples=5002023.06 | 56.83 | — | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 55.6 | — | |
| Gold-Onlytraining_samples=5002023.06 | 55.56 | — | |
| JPT-4Bzero-shot=true2026.04 | 54.8 | — | |
| MELMtraining_samples=2002023.06 | 54.05 | — | |
| LWTRtraining_samples=2002023.06 | 52.78 | — | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 52.5 | — | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 51.4 | — | |
| DAGAtraining_samples=5002023.06 | 51.23 | — | |
| Gold-Onlytraining_samples=2002023.06 | 50.01 | — | |
| GLiNER-Lzero-shot=true2026.04 | 47.9 | — | |
| Prior Best ZSZero-shot=true2026.04 | 47.9 | — | |
| GLiNEREvaluation Protocol=Zero-shot2026.04 | 47.9 | — | |
| DAGAtraining_samples=2002023.06 | 47.67 | — | |
| UniNER-7Bzero-shot=true2026.04 | 46.2 | — | |
| UniNER-7BEvaluation Protocol=Zero-shot2026.04 | 46.2 | — | |
| ChatGPTEvaluation Protocol=Zero-shot2026.04 | 40.2 | — | |
| InstructUIESetting=Supervised2024.03 | — | 80.5 | |
| KnowCoderSetting=Supervised, Model Scale=7B2024.03 | — | 82 |