Table 1:
Experimental results on the CrossDocked dataset. The best results are shown in bold, and the second-best results are underlined.
| Model | Vina Dock (↓) |
High Affinity (↑) |
QED (↑) |
SA (↑) |
Diversity (↑) |
Size |
||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Avg. | Med. | Avg. | Med. | Avg. | Med. | Avg. | Med. | Avg. | Med. | Avg. | Med. | |
|
| ||||||||||||
| Reference | −7.117 | −6.905 | - | - | 0.476 | 0.468 | 0.728 | 0.740 | - | - | 22.75 | 21.50 |
| FDA drugs | −7.027 | −7.169 | 0.440 | 0.380 | 0.567 | 0.564 | 0.760 | 0.758 | 0.792 | 24.47 | ||
| ZINC 30 atoms | −7.855 | −8.088 | 0.607 | 0.735 | 0.576 | 0.577 | 0.737 | 0.736 | 0.655 | 30.0 | ||
|
| ||||||||||||
| CVAE | −6.114 | −6.118 | 0.103 | 0.026 | 0.390 | 0.419 | 0.591 | 0.580 | 0.655 | 0.666 | 19.97 | 20.19 |
| AR | −6.751 | −6.707 | 0.459 | 0.340 | 0.505 | 0.499 | 0.635 | 0.634 | 0.698 | 0.703 | 17.78 | 17.54 |
| Pocket2Mol | −7.200 | −6.815 | 0.601 | 0.593 | 0.574 | 0.579 | 0.754 | 0.760 | 0.741 | 0.781 | 17.84 | 16.53 |
| TamGen | −7.475 | −7.775 | 0.526 | 0.645 | 0.559 | 0.559 | 0.771 | 0.759 | 0.747 | 0.745 | 23.13 | 23.29 |
| TargetDiff | −7.788 | −7.964 | 0.683 | 0.634 | 0.474 | 0.485 | 0.584 | 0.571 | 0.717 | 0.714 | 24.44 | 24.64 |
|
| ||||||||||||
| Gemma-3–27B | −7.050 | −7.024 | 0.416 | 0.281 | 0.700 | 0.711 | 0.860 | 0.868 | 0.757 | 0.765 | 19.34 | 18.94 |
| GPT 4o | −7.198 | −7.257 | 0.432 | 0.294 | 0.789 | 0.803 | 0.870 | 0.878 | 0.767 | 0.767 | 19.70 | 19.64 |
| DeepSeekV3 | −7.230 | −7.170 | 0.443 | 0.241 | 0.743 | 0.756 | 0.855 | 0.867 | 0.771 | 0.772 | 18.96 | 19.00 |
|
| ||||||||||||
| Assay2Mol (Gemma-3–27B) | −8.064 | −8.280 | 0.610 | 0.732 | 0.585 | 0.606 | 0.821 | 0.834 | 0.742 | 0.611 | 26.59 | 26.65 |
| Assay2Mol (GPT 4o) | −7.796 | −7.881 | 0.548 | 0.576 | 0.600 | 0.630 | 0.790 | 0.801 | 0.542 | 0.547 | 25.90 | 25.59 |
| Assay2Mol (DeepSeekV3) | −7.861 | −7.936 | 0.557 | 0.634 | 0.616 | 0.647 | 0.813 | 0.820 | 0.593 | 0.608 | 24.46 | 24.26 |
| Assay2Mol (DeepSeekV3 <30%) | −7.826 | −7.925 | 0.562 | 0.673 | 0.594 | 0.619 | 0.814 | 0.820 | 0.609 | 0.628 | 24.49 | 24.73 |