Architecture | Training | AUROC\(\uparrow\) | Accuracy\(\uparrow\) | F1\(\uparrow\) | MCC\(\uparrow\) | Precision\(\uparrow\) | Recall\(\uparrow\) |
---|---|---|---|---|---|---|---|
No training | Untrained | 0.565 ± 0.006 | 0.502 ± 0.002 | 0.665 ± 0.001 | 0.019 ± 0.016 | 0.990 ± 0.002 | 0.501 ± 0.001 |
Native | 0.702 ± 0.005 | 0.659 ± 0.006 | 0.669 ± 0.006 | 0.318 ± 0.012 | 0.689 ± 0.007 | 0.650 ± 0.006 | |
Encoder only | C2C | 0.697 ± 0.005 | 0.654 ± 0.007 | 0.654 ± 0.007 | 0.309 ± 0.013 | 0.652 ± 0.007 | 0.655 ± 0.007 |
R2C | 0.714 ± 0.005 | 0.652 ± 0.007 | 0.660 ± 0.007 | 0.304 ± 0.013 | 0.676 ± 0.007 | 0.645 ± 0.006 | |
E2C | 0.692 ± 0.005 | 0.649 ± 0.007 | 0.660 ± 0.007 | 0.298 ± 0.014 | 0.683 ± 0.007 | 0.639 ± 0.007 | |
MC2C | 0.725 ± 0.006 | 0.660 ± 0.008 | 0.663 ± 0.008 | 0.320 ± 0.015 | 0.668 ± 0.008 | 0.657 ± 0.008 | |
MR2C | 0.695 ± 0.005 | 0.643 ± 0.007 | 0.649 ± 0.007 | 0.287 ± 0.014 | 0.660 ± 0.007 | 0.638 ± 0.007 | |
ME2C | 0.740 ± 0.006 | 0.680 ± 0.008 | 0.686 ± 0.007 | 0.360 ± 0.015 | 0.701 ± 0.008 | 0.673 ± 0.007 | |
Encoder-decoder | C2C | 0.711 ± 0.004 | 0.659 ± 0.006 | 0.657 ± 0.006 | 0.319 ± 0.012 | 0.652 ± 0.007 | 0.662 ± 0.006 |
R2C | 0.680 ± 0.006 | 0.634 ± 0.007 | 0.633 ± 0.008 | 0.269 ± 0.015 | 0.631 ± 0.008 | 0.635 ± 0.008 | |
E2C | 0.713 ± 0.004 | 0.653 ± 0.006 | 0.652 ± 0.006 | 0.306 ± 0.012 | 0.649 ± 0.006 | 0.655 ± 0.006 | |
MC2C | 0.726 ± 0.006 | 0.663 ± 0.008 | 0.667 ± 0.007 | 0.326 ± 0.015 | 0.676 ± 0.008 | 0.659 ± 0.007 | |
MR2C | 0.644 ± 0.004 | 0.584 ± 0.001 | 0.583 ± 0.001 | 0.167 ± 0.001 | 0.583 ± 0.001 | 0.584 ± 0.001 | |
ME2C | 0.721 ± 0.006 | 0.663 ± 0.008 | 0.668 ± 0.008 | 0.326 ± 0.016 | 0.678 ± 0.008 | 0.658 ± 0.008 |