Named Entity Recognition on Broad Twitter Corpus
0.8352Entity F1YAYI-UIE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| YAYI-UIEEvaluation Protocol=Supervised2024.11 | 0.8352 | — | |
| InstructUIEBackbone=11B FlanT52023.04 | 0.8314 | — | |
| GLiNEREvaluation Protocol=Supervised2026.04 | 0.827 | — | |
| KnowCoder-XEvaluation Protocol=Supervised2024.11 | 0.8236 | — | |
| B2NEREvaluation Protocol=Supervised2026.04 | 0.822 | — | |
| B2NEREvaluation Protocol=Supervised2024.11 | 0.8216 | — | |
| GNEREvaluation Protocol=Supervised2026.04 | 0.813 | — | |
| UniversalNERParameters=7B2026.04 | 0.8125 | — | |
| UniNER-7BEvaluation Protocol=Supervised2026.04 | 0.812 | — | |
| InstructUIEEvaluation Protocol=Supervised2026.04 | 0.803 | — | |
| InstructUIEParameters=11B2026.04 | 0.8027 | — | |
| ProUIEParameters=4B2026.04 | 0.7927 | — | |
| KnowCoderParameters=7B2026.04 | 0.783 | — | |
| KnowCoder-7BEvaluation Protocol=Supervised2026.04 | 0.783 | — | |
| DiZiNERZero-shot=true2026.04 | 0.769 | — | |
| DiZiNEREvaluation Protocol=Zero-shot2026.04 | 0.769 | — | |
| InstructUIE2023.04 | 0.747 | — | |
| JPT-4Bzero-shot=true2026.04 | 0.712 | — | |
| UniNER-7Bzero-shot=true2026.04 | 0.679 | — | |
| Prior Best ZSZero-shot=true2026.04 | 0.679 | — | |
| UniNER-7BEvaluation Protocol=Zero-shot2026.04 | 0.679 | — | |
| MVEnsemble=true2026.04 | 0.678 | — | |
| gliner_large-v2.5Evaluation Protocol=Zero-shot2026.02 | 0.667 | — | |
| gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.02 | 0.665 | — | |
| gliner_small-v2.5Evaluation Protocol=Zero-shot2026.02 | 0.65 | — | |
| GLADEnsemble=true2026.04 | 0.623 | — | |
| ChatGPTEvaluation Protocol=Zero-shot2026.04 | 0.618 | — | |
| MACEEnsemble=true2026.04 | 0.615 | — | |
| GLiNER-Lzero-shot=true2026.04 | 0.612 | — | |
| GLiNEREvaluation Protocol=Zero-shot2026.04 | 0.612 | — | |
| GPT-5 miniZero-shot=true2026.04 | 0.592 | — | |
| GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.04 | 0.592 | — | |
| BERTEvaluation Protocol=Supervised2024.11 | 0.5861 | — | |
| Bert-baseBackbone=Bert-base2023.04 | 0.5861 | — | |
| BERT-base2026.04 | 0.5861 | — | |
| BERT-baseEvaluation Protocol=Supervised2026.04 | 0.586 | — | |
| DSEnsemble=true2026.04 | 0.559 | — | |
| GoLLIEModel size=13B, Zero-shot=true2023.10 | 0.514 | — | |
| GoLLIEEvaluation Protocol=Zero-shot2026.04 | 0.514 | — | |
| GoLLIEModel size=34B, Zero-shot=true2023.10 | 0.503 | — | |
| GoLLIEModel size=7B, Zero-shot=true2023.10 | 0.495 | — | |
| GoLLIEModel variant=Baseline, Zero-shot=true2023.10 | 0.39 | — | |
| KnowCoderSetting=Supervised, Model Scale=7B2024.03 | — | 0.783 | |
| UniNERSetting=Supervised2024.03 | — | 0.798 |