Protein Solubility Prediction on PEER Solubility (test)
74.65AccuracyBioT5
Evaluation Results
| Method | Links | |
|---|---|---|
| BioT5#Params.=252.1M2023.10 | 74.65 | |
| ESM-1b#Params.=652.4M, Tuning Mode=Full Fine-tuning2023.10 | 70.23 | |
| LSTM#Params.=26.7M2023.10 | 70.18 | |
| Transformer#Params.=21.3M2023.10 | 70.12 | |
| ProtBert#Params.=419.9M, Tuning Mode=Full Fine-tuning2023.10 | 68.15 | |
| ResNet#Params.=11.0M2023.10 | 67.33 | |
| ESM-1b#Params.=652.4M, Tuning Mode=Prediction Head Only2023.10 | 67.02 | |
| CNN#Params.=5.4M2023.10 | 64.43 | |
| DDE#Params.=205.3K2023.10 | 59.77 | |
| ProtBert#Params.=419.9M, Tuning Mode=Prediction Head Only2023.10 | 59.17 | |
| Moran#Params.=123.4K2023.10 | 57.73 |