Named Entity Recognition on ACE 2005
90.9Entity F1InstructUIE
Evaluation results
| Method | Links | |
|---|---|---|
| InstructUIE2023.04 | 90.9 | |
| GollIEParameters=34B2026.04 | 89.6 | |
| GollIEParameters=13B2026.04 | 89.4 | |
| GollIEParameters=7B2026.04 | 88.1 | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 87.49 | |
| BERTEvaluation Protocol=Supervised2024.11 | 87.3 | |
| Bert-baseBackbone=Bert-base2023.04 | 87.3 | |
| BERT-base2026.04 | 87.3 | |
| BERT-baseEvaluation Protocol=Supervised2026.04 | 87.3 | |
| USM2023.04 | 87.14 | |
| Li et al., 2020a2022.05 | 86.9 | |
| DEEPSTRUCTmode=w/ finetune2022.05 | 86.9 | |
| BERT-MRC2022.05 | 86.9 | |
| DEEPSTRUCTEvaluation Protocol=w/ finetune2022.05 | 86.9 | |
| UniNER-7BEvaluation Protocol=Supervised2026.04 | 86.7 | |
| UniversalNERParameters=7B2026.04 | 86.69 | |
| InstructUIEBackbone=11B FlanT52023.04 | 86.66 | |
| ProUIEParameters=4B2026.04 | 86.15 | |
| KnowCoderParameters=7B2026.04 | 86.1 | |
| KnowCoder-7BEvaluation Protocol=Supervised2026.04 | 86.1 | |
| UIE2023.04 | 85.78 | |
| BiaffineLSTM2022.05 | 85.4 | |
| TANL2022.05 | 84.9 | |
| TANL2022.05 | 84.9 | |
| B2NEREvaluation Protocol=Supervised2024.11 | 83.04 | |
| B2NEREvaluation Protocol=Supervised2026.04 | 83 | |
| GLiNEREvaluation Protocol=Supervised2026.04 | 82.8 | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 81.86 | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 81.78 | |
| InstructUIEParameters=11B2026.04 | 79.94 | |
| InstructUIEEvaluation Protocol=Supervised2026.04 | 79.9 | |
| GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.04 | 54 | |
| EvoPromptEvaluation Protocol=Zero-shot2026.04 | 51.2 | |
| DiZiNEREvaluation Protocol=Zero-shot2026.04 | 45 | |
| UniNER-7BEvaluation Protocol=Zero-shot2026.04 | 36.9 | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 28.5 | |
| DEEPSTRUCTmode=zero-shot2022.05 | 28.1 | |
| DEEPSTRUCTEvaluation Protocol=zero-shot2022.05 | 28.1 | |
| GLiNEREvaluation Protocol=Zero-shot2026.04 | 27.3 | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 27.2 | |
| ChatGPTEvaluation Protocol=Zero-shot2026.04 | 26.6 | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 25.8 |