Named Entity Recognition on CoNLL NER (test)
90F1 ScoreBaseline BERT
Evaluation results
| Method | Links | |
|---|---|---|
| Baseline BERTLayer Configuration={12, sf}2023.01 | 90 | |
| ContextFirstLayer Configuration=sfsf{10,s}:{10,f}2023.01 | 89 | |
| SparseQueriesLayer Configuration={2,sf}:{10,sf}2023.01 | 89 | |
| SparseQueriesLayer Configuration={3,sf}:{9,sf}2023.01 | 89 | |
| SparseQueriesLayer Configuration={4,sf}:{8,sf}2023.01 | 89 | |
| Funnel Transformer2023.01 | 87 | |
| SparseQueriesLayer Configuration={1,sf}:{11,sf}2023.01 | 87 | |
| AIN-1OEncoder=WORD-CHAR-BILSTM2020.09 | 84.22 | |
| CRFEncoder=WORD-CHAR-BILSTM2020.09 | 84.17 | |
| AIN-F2OEncoder=WORD-CHAR-BILSTM2020.09 | 84.11 | |
| MaxEntEncoder=WORD-CHAR-BILSTM2020.09 | 83.74 | |
| CRFEncoder=WORD-CNN2020.09 | 79.44 | |
| AIN-F2OEncoder=WORD-CNN2020.09 | 78.71 | |
| AIN-1OEncoder=WORD-CNN2020.09 | 78.47 | |
| MaxEntEncoder=WORD-CNN2020.09 | 75.19 | |
| CRFEncoder=WORD ONLY2020.09 | 72.28 | |
| AIN-F2OEncoder=WORD ONLY2020.09 | 71.16 | |
| AIN-1OEncoder=WORD ONLY2020.09 | 70.23 | |
| MaxEntEncoder=WORD ONLY2020.09 | 52.27 |