Named Entity Recognition on AnatEM
90.24F1 ScoreGNER
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GNERevaluation=supervised2024.11 | 90.24 | — | — | — | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 89.19 | — | — | — | |
| KnowCoder-Xevaluation=supervised2024.11 | 89.19 | — | — | — | |
| B2NEREvaluation Protocol=Supervised2024.11 | 89.18 | — | — | — | |
| B2NERevaluation=supervised2024.11 | 89.18 | — | — | — | |
| Spark-BiomedicalImplementation=Spark-Biomedical2020.11 | 89.13 | — | — | — | |
| ProUIEParameters=4B2026.04 | 89.09 | — | — | — | |
| GLINERevaluation=supervised2024.11 | 88.9 | — | — | — | |
| UniversalNERevaluation=supervised2024.11 | 88.65 | — | — | — | |
| UniversalNERParameters=7B2026.04 | 88.65 | — | — | — | |
| InstructUIEParameters=11B2026.04 | 88.52 | — | — | — | |
| Stanza2020.11 | 88.18 | — | — | — | |
| Spark-GloVe6BImplementation=Spark-GloVe6B2020.11 | 87.74 | — | — | — | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 87.21 | — | — | — | |
| IEPILEevaluation=supervised2024.11 | 87.21 | — | — | — | |
| KnowCoderevaluation=supervised2024.11 | 86.4 | — | — | — | |
| KnowCoderParameters=7B2026.04 | 86.4 | — | — | — | |
| BERTEvaluation Protocol=Supervised2024.11 | 85.82 | — | — | — | |
| BERTevaluation=supervised2024.11 | 85.82 | — | — | — | |
| InstructUIEevaluation=supervised2024.11 | 85.82 | — | — | — | |
| BERT-base2026.04 | 85.82 | — | — | — | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 76.54 | — | — | — | |
| YAYI-UIEevaluation=supervised2024.11 | 76.54 | — | — | — | |
| MACEEnsemble=true2026.04 | 63.8 | — | — | — | |
| GLADEnsemble=true2026.04 | 62.8 | — | — | — | |
| MVEnsemble=true2026.04 | 60.4 | — | — | — | |
| GPT-5 miniZero-shot=true2026.04 | 59.2 | — | — | — | |
| DiZiNERZero-shot=true2026.04 | 59.1 | — | — | — | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 43.1 | — | — | — | |
| DSEnsemble=true2026.04 | 42.1 | — | — | — | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 39.7 | — | — | — | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 38.1 | — | — | — | |
| JPT-4Bzero-shot=true2026.04 | 37.2 | — | — | — | |
| GLiNER-Lzero-shot=true2026.04 | 33.3 | — | — | — | |
| Prior Best ZSZero-shot=true2026.04 | 33.3 | — | — | — | |
| UniNER-7Bzero-shot=true2026.04 | 25.1 | — | — | — | |
| B2NEREvaluation Protocol=Supervised2026.04 | — | — | — | 89.2 | |
| Bert-baseBackbone=Bert-base2023.04 | — | — | — | 85.82 | |
| BERT-baseEvaluation Protocol=Supervised2026.04 | — | — | — | 85.8 | |
| ChatGPTEvaluation Protocol=Zero-shot2026.04 | — | — | — | 30.7 | |
| DiZiNEREvaluation Protocol=Zero-shot2026.04 | — | — | — | 59.1 | |
| GLiNEREvaluation Protocol=Zero-shot2026.04 | — | — | — | 33.3 | |
| GLiNEREvaluation Protocol=Supervised2026.04 | — | — | — | 88.9 | |
| GNEREvaluation Protocol=Supervised2026.04 | — | — | — | 90.3 | |
| GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.04 | — | — | — | 59.2 | |
| InstructUIE2023.04 | — | — | — | 91.65 | |
| InstructUIEBackbone=11B FlanT52023.04 | — | — | — | 90.89 | |
| InstructUIEEvaluation Protocol=Supervised2026.04 | — | — | — | 88.5 | |
| KnowCoder-7BEvaluation Protocol=Supervised2026.04 | — | — | — | 86.4 | |
| UniNER-7BEvaluation Protocol=Zero-shot2026.04 | — | — | — | 25.1 | |
| UniNER-7BEvaluation Protocol=Supervised2026.04 | — | — | — | 88.5 |