Named Entity Recognition on BC4CHEMD (MEM/UNSEEN Recall)
93.7Total F1SparkNLP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SparkNLPSubword=false, Class=false, Temp=false2021.04 | 93.7 | — | — | |
| BioLM - large + RegLERSubword=true, Class=true, Temp=true2021.04 | 93.6 | 96.2 | 88.9 | |
| BioLM - large + BPSubword=false, Class=false, Temp=false2021.04 | 93.4 | 96.3 | 88.5 | |
| BioLM - largeSubword=false, Class=false, Temp=false2021.04 | 93.2 | 96.3 | 88.2 | |
| BioLM - base + RegLERSubword=true, Class=true, Temp=true2021.04 | 92.5 | 96 | 87.1 | |
| BioBERT + RegLERSubword=true, Class=true, Temp=true2021.04 | 91.4 | 95.8 | 83.9 | |
| PubmedBERT + RegLERSubword=true, Class=true, Temp=true2021.04 | 91.4 | 95.5 | 83.5 | |
| BioLM - baseSubword=false, Class=false, Temp=false2021.04 | 91.4 | 95.4 | 86.5 | |
| PubmedBERTSubword=false, Class=false, Temp=false2021.04 | 91.2 | 95.3 | 82.8 | |
| PubmedBERT + BPSubword=false, Class=false, Temp=false2021.04 | 91.2 | 95.3 | 83.7 | |
| BioBERTSubword=false, Class=false, Temp=false2021.04 | 91.1 | 95.6 | 82.6 | |
| BioLM - base + BPSubword=false, Class=false, Temp=false2021.04 | 91.1 | 95.1 | 86.6 | |
| BioBERT + BPSubword=false, Class=false, Temp=false2021.04 | 91 | 94.9 | 83.3 | |
| SciBERTSubword=false, Class=false, Temp=false2021.04 | 89.4 | 94.2 | 79.2 | |
| SciBERT + BPSubword=false, Class=false, Temp=false2021.04 | 89.4 | 94.2 | 80.5 | |
| SciBERT + RegLERSubword=true, Class=true, Temp=true2021.04 | 89.4 | 94.2 | 81.1 |