Named Entity Recognition on BC5CDR disease
87.2Total F1SciFive - Base
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SciFive - BaseSUBWORD=false, CLASS=false, TEMP=false2021.04 | 87.2 | — | — | — | |
| BioLM - large + RegLERSUBWORD=true, CLASS=true, TEMP=true2021.04 | 86.9 | 93.7 | 83.2 | 78.5 | |
| BioLM - large + BPSUBWORD=false, CLASS=false, TEMP=false2021.04 | 86.4 | 93 | 82.3 | 77.4 | |
| BioLM - base + RegLERSUBWORD=true, CLASS=true, TEMP=true2021.04 | 86.2 | 93.5 | 80.8 | 77.5 | |
| BioLM - largeSUBWORD=false, CLASS=false, TEMP=false2021.04 | 86.2 | 93.5 | 81.5 | 77.4 | |
| KeBioLMSUBWORD=false, CLASS=false, TEMP=false2021.04 | 86.1 | — | — | — | |
| PubmedBERT + RegLERSUBWORD=true, CLASS=true, TEMP=true2021.04 | 85.5 | 93.4 | 77.5 | 75.3 | |
| PubmedBERTSUBWORD=false, CLASS=false, TEMP=false2021.04 | 85.4 | 93.2 | 76.5 | 74.5 | |
| BioLM - baseSUBWORD=false, CLASS=false, TEMP=false2021.04 | 85.4 | 93.5 | 79.2 | 75.6 | |
| BioFLAIRSUBWORD=false, CLASS=false, TEMP=false2021.04 | 85.3 | — | — | — | |
| PubmedBERT + BPSUBWORD=false, CLASS=false, TEMP=false2021.04 | 85.3 | 93.1 | 78.6 | 75.7 | |
| SciBERTSUBWORD=false, CLASS=false, TEMP=false2021.04 | 84.2 | 93.3 | 71.9 | 73.3 | |
| SciBERT + BPSUBWORD=false, CLASS=false, TEMP=false2021.04 | 84.1 | 93.2 | 70.8 | 73.3 | |
| SciBERT + RegLERSUBWORD=true, CLASS=true, TEMP=true2021.04 | 84.1 | 93.1 | 72.2 | 74.2 | |
| BioLM - base + BPSUBWORD=false, CLASS=false, TEMP=false2021.04 | 83.9 | 92.5 | 79.8 | 76.7 | |
| BioBERT + RegLERSUBWORD=true, CLASS=true, TEMP=true2021.04 | 83.3 | 92 | 78.5 | 75.1 | |
| BioBERTSUBWORD=false, CLASS=false, TEMP=false2021.04 | 82.5 | 91.3 | 76.7 | 73.4 | |
| BioBERT + BPSUBWORD=false, CLASS=false, TEMP=false2021.04 | 82.5 | 90.9 | 77.1 | 74.3 |