Table 5 DrugBank indication-to-drug results.
Model | BLEU | Exact | Levenshtein | MACCS | RDK | Morgan | FCD | Text2Mol | Validity |
|---|---|---|---|---|---|---|---|---|---|
FT-small | 0.0020 | 0.0000 | 77.0375 | 0.0408 | 0.0023 | 0.0241 | 0.0000 | 0.0000 | 0.0017 |
SUB-small | 0.1524 | 0.0000 | 89.3278 | 0.2747 | 0.1729 | 0.1026 | 0.0000 | 0.1663 | 0.3661 |
FULL-small | 0.1627 | 0.0003 | 87.0366 | 0.2822 | 0.1644 | 0.0992 | 11.2862 | 0.0645 | 0.3628 |
FT-base | 0.0002 | 0.0000 | 640.9418 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0017 |
SUB-base | 0.1563 | 0.0000 | 92.9151 | 0.3147 | 0.1898 | 0.1214 | 0.0000 | 0.1220 | 0.3278 |
FULL-base | 0.1614 | 0.0003 | 95.0343 | 0.3145 | 0.1933 | 0.1177 | 11.2079 | 0.1472 | 0.3106 |
FT-large | 0.0000 | 0.0000 | 1315.0585 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.1472 | 0.0000 |
SUB-large | 0.1314 | 0.0166 | 113.3877 | 0.3907 | 0.2758 | 0.1673 | 0.0000 | 0.2972 | 0.5655 |
FULL-large | 0.1375 | 0.0163 | 114.6298 | 0.3982 | 0.2819 | 0.1709 | 5.5990 | 0.2516 | 0.5462 |