Protein property prediction and interaction on PEER (test)
74.65Solubility ScoreBioT5
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BioT5Paradigm=Single-task Specialist2024.02 | 74.65 | 91.69 | 64.89 | 86.22 | |
| BioT5+Paradigm=Multi-task Generalist2024.02 | 74.37 | 90.41 | 66.16 | 85.09 | |
| CNNParadigm=Multi-task Generalist2024.02 | 70.63 | 82.67 | 54.5 | 69.03 | |
| ESM-1BParadigm=Multi-task Generalist2024.02 | 70.46 | 92.5 | 64.76 | 83 | |
| ESM-1BParadigm=Single-task Specialist2024.02 | 70.18 | 91.61 | 57 | 78.17 | |
| TransformerParadigm=Single-task Specialist2024.02 | 70.12 | 75.74 | 54.12 | 59.58 | |
| TransformerParadigm=Multi-task Generalist2024.02 | 70.03 | 76.27 | 54 | 67.33 | |
| DDEParadigm=Single-task Specialist2024.02 | 69.37 | 77.43 | 55.83 | 62.77 | |
| ResNetParadigm=Single-task Specialist2024.02 | 67.33 | 81.54 | 48.91 | 68.61 | |
| MoranParadigm=Single-task Specialist2024.02 | 67.25 | 55.63 | 53 | 54.67 | |
| ESM-1BParadigm=Single-task Specialist, Protocol=Linear probing2024.02 | 67.02 | 91.69 | 66.07 | 88.06 | |
| LSTMParadigm=Single-task Specialist2024.02 | 66.81 | 88.11 | 53.62 | 63.75 | |
| CNNParadigm=Single-task Specialist2024.02 | 64.43 | 82.67 | 55.07 | 62.6 | |
| ProtBertParadigm=Single-task Specialist2024.02 | 59.77 | 91.32 | 63.72 | 77.32 | |
| ProtBertParadigm=Single-task Specialist, Protocol=Linear probing2024.02 | 59.17 | 92.4 | 53.87 | 83.61 |