Named Entity Recognition on OntoNotes
92.1F1-scoreBERT-MRC+DSC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BERT-MRC+DSCTraining Setting=standard2021.01 | 92.1 | — | — | — | |
| BERT-MRC+DSC2022.05 | 92.1 | — | — | — | |
| GNEREvaluation Protocol=Supervised2026.04 | 91.8 | — | — | — | |
| Biaffine NER2020.05 | 91.3 | 91.1 | 91.5 | — | |
| BiaffineLSTM2022.05 | 91.3 | — | — | — | |
| BERTEvaluation Protocol=Supervised2024.11 | 91.11 | — | — | — | |
| BERT-base2026.04 | 91.11 | — | — | — | |
| BERT-MRCTraining Setting=standard2021.01 | 91.1 | — | — | — | |
| BERT-MRC2022.05 | 91.1 | — | — | — | |
| BERT-baseEvaluation Protocol=Supervised2026.04 | 91.1 | — | — | — | |
| DIFFUSIONNER2023.05 | 90.66 | 90.31 | 91.02 | — | |
| Li et al. (2022a)setting=reproduced2023.05 | 90.5 | 90.03 | 90.97 | — | |
| Yan et al., 20212022.05 | 90.4 | — | — | — | |
| Yan et al. (2021b)2023.05 | 90.27 | 89.62 | 90.92 | — | |
| GSLTraining Setting=standard2021.01 | 90.2 | — | — | — | |
| GSL2022.05 | 90.2 | — | — | — | |
| Li et al. (2020)setting=reproduced2023.05 | 90.02 | 90.14 | 89.95 | — | |
| UniversalNERParameters=7B2026.04 | 89.91 | — | — | — | |
| TANL2022.05 | 89.9 | — | — | — | |
| UniNER-7BEvaluation Protocol=Supervised2026.04 | 89.9 | — | — | — | |
| TANLTraining Setting=standard2021.01 | 89.8 | — | — | — | |
| TANLTraining Setting=multi-dataset2021.01 | 89.8 | — | — | — | |
| TANL2022.05 | 89.8 | — | — | — | |
| Yan et al. (2019)2023.05 | 89.78 | — | — | — | |
| TANLTraining Setting=multi-task2021.01 | 89.4 | — | — | — | |
| TANLEvaluation Protocol=multitask2022.05 | 89.4 | — | — | — | |
| Fisher and Vlachos2020.05 | 89.2 | — | — | — | |
| GLiNEREvaluation Protocol=Supervised2026.04 | 89 | — | — | — | |
| Clark et al.2020.05 | 88.8 | — | — | — | |
| InstructUIEParameters=11B2026.04 | 88.64 | — | — | — | |
| InstructUIEEvaluation Protocol=Supervised2026.04 | 88.6 | — | — | — | |
| ProUIEParameters=4B2026.04 | 88.33 | — | — | — | |
| KnowCoderParameters=7B2026.04 | 88.2 | — | — | — | |
| KnowCoder-7BEvaluation Protocol=Supervised2026.04 | 88.2 | — | — | — | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 87.91 | — | — | — | |
| DEEPSTRUCTmode=w/ finetune2022.05 | 87.8 | — | — | — | |
| DEEPSTRUCTEvaluation Protocol=w/ finetune2022.05 | 87.8 | — | — | — | |
| DEEPSTRUCTmode=multi-task2022.05 | 87.6 | — | — | — | |
| DEEPSTRUCTEvaluation Protocol=multi-task2022.05 | 87.6 | — | — | — | |
| IEPILEEvaluation Protocol=Supervised2024.11 | 87.55 | — | — | — | |
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 87.04 | — | — | — | |
| Strubell et al.2020.05 | 86.8 | — | — | — | |
| Chiu and Nichols2020.05 | 86.3 | 86 | 86.5 | — | |
| GollIEParameters=34B2026.04 | 84.6 | — | — | — | |
| B2NEREvaluation Protocol=Supervised2024.11 | 84.31 | — | — | — | |
| B2NEREvaluation Protocol=Supervised2026.04 | 84.3 | — | — | — | |
| GollIEParameters=13B2026.04 | 84 | — | — | — | |
| GollIEParameters=7B2026.04 | 83.4 | — | — | — | |
| Glyce+BERTincorporates_glyph=true2019.01 | 81.63 | 81.87 | 81.1 | — | |
| BERT2019.01 | 79.16 | 78.01 | 80.35 | — | |
| Glyce+Lattice-LSTMincorporates_glyph=true2019.01 | 74.81 | 82.06 | 68.74 | — | |
| Lattice-LSTM2019.01 | 73.88 | 76.35 | 71.56 | — | |
| CRF-LSTM2019.01 | 71.81 | 74.36 | 69.43 | — | |
| GPT-5 miniZero-shot=true2026.04 | 63.8 | — | — | — | |
| GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.04 | 63.8 | — | — | — | |
| ABEXTraining samples=10002024.06 | 63.14 | — | — | — | |
| LwTRTraining samples=10002024.06 | 62.67 | — | — | — | |
| DiZiNERZero-shot=true2026.04 | 62.5 | — | — | — | |
| DiZiNEREvaluation Protocol=Zero-shot2026.04 | 62.5 | — | — | — | |
| ABEXTraining samples=5002024.06 | 61.85 | — | — | — | |
| Gold-onlyTraining samples=10002024.06 | 61.82 | — | — | — | |
| Gold-onlyTraining samples=5002024.06 | 61.46 | — | — | — | |
| DAGATraining samples=10002024.06 | 61.15 | — | — | — | |
| ABEX-stage-1Training samples=10002024.06 | 59.25 | — | — | — | |
| GPT-NERTraining samples=10002024.06 | 58.62 | — | — | — | |
| MACEEnsemble=true2026.04 | 58.6 | — | — | — | |
| GLADEnsemble=true2026.04 | 58.1 | — | — | — | |
| LLAMA-2-13BTraining samples=10002024.06 | 57.88 | — | — | — | |
| PromDATraining samples=10002024.06 | 57.64 | — | — | — | |
| ABEX-stage-2Training samples=10002024.06 | 57.62 | — | — | — | |
| ABEX-stage-1Training samples=5002024.06 | 56.63 | — | — | — | |
| GENIUSTraining samples=10002024.06 | 56.59 | — | — | — | |
| ABEX-stage-2Training samples=5002024.06 | 55.88 | — | — | — | |
| GPT-NERTraining samples=5002024.06 | 55.2 | — | — | — | |
| MELMTraining samples=10002024.06 | 54.97 | — | — | — | |
| LwTRTraining samples=5002024.06 | 54.87 | — | — | — | |
| PromDATraining samples=5002024.06 | 54.81 | — | — | — | |
| DAGATraining samples=5002024.06 | 54.64 | — | — | — | |
| MVEnsemble=true2026.04 | 54.4 | — | — | — | |
| LLAMA-2-13BTraining samples=5002024.06 | 53.72 | — | — | — | |
| GENIUSTraining samples=5002024.06 | 52.27 | — | — | — | |
| LwTRTraining samples=2002024.06 | 51.47 | — | — | — | |
| ABEXTraining samples=2002024.06 | 51.38 | — | — | — | |
| PromDATraining samples=2002024.06 | 50.83 | — | — | — | |
| ABEX-AbsTraining samples=10002024.06 | 50.6 | — | — | — | |
| ABEXTraining samples=1002024.06 | 48.76 | — | — | — | |
| GENIUSTraining samples=2002024.06 | 48.69 | — | — | — | |
| ABEX-stage-2Training samples=2002024.06 | 47.92 | — | — | — | |
| ABEX-stage-1Training samples=1002024.06 | 46.82 | — | — | — | |
| DSEnsemble=true2026.04 | 46.4 | — | — | — | |
| PromDATraining samples=1002024.06 | 46.34 | — | — | — | |
| LwTRTraining samples=1002024.06 | 46.18 | — | — | — | |
| ABEX-stage-2Training samples=1002024.06 | 45.85 | — | — | — | |
| ABEX-stage-1Training samples=2002024.06 | 45.71 | — | — | — | |
| MELMTraining samples=5002024.06 | 45.68 | — | — | — | |
| GENIUSTraining samples=1002024.06 | 45.44 | — | — | — | |
| GPT-NERTraining samples=2002024.06 | 44.82 | — | — | — | |
| LLAMA-2-13BTraining samples=2002024.06 | 43.29 | — | — | — | |
| ABEX-AbsTraining samples=5002024.06 | 43.28 | — | — | — | |
| JPT-4Bzero-shot=true2026.04 | 43.1 | — | — | — |