Performance benchmark for materials extrapolation.
Model | Extrapolated targets | # Of valid mols (# of unique mols) | # Of all target-hitting mols w/o MW & DRD2 (# of unique mols) | # Of all target-hitting mols (# of unique mols) | # Of each target-hitting mols | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
log P | TPSA | QED | HBA | HBD | MW | DRD2 | |||||
RL-CC (this work) | C10 | 10 000 (9999) | 23 (23) | 0 (0) | 820 | 1133 | 9978 | 5533 | 2618 | 0 | 35 |
C9 | 10 000 (10 000) | 289 (289) | 0 (0) | 3919 | 1432 | 9995 | 7880 | 3223 | 1 | 15 | |
C8 | 10 000 (9998) | 181 (181) | 0 (0) | 2999 | 974 | 9992 | 6273 | 2379 | 466 | 133 | |
C7 | 10 000 (9996) | 321 (321) | 0 (0) | 3686 | 1420 | 9971 | 7832 | 3588 | 531 | 28 | |
C6 | 10 000 (9981) | 1709 (1708) | 311 (311) | 3769 | 3450 | 9890 | 8636 | 7301 | 1445 | 8729 | |
C5 | 10 000 (10 000) | 14 (14) | 0 (0) | 1607 | 1377 | 9981 | 7381 | 2363 | 0 | 26 | |
C4 | 10 000 (9969) | 439 (439) | 50 (50) | 1972 | 1452 | 9809 | 7283 | 4384 | 572 | 9493 | |
C3 | 10 000 (9869) | 913 (877) | 233 (224) | 3143 | 2296 | 9940 | 8392 | 7143 | 1128 | 8310 | |
C2 | 10 000 (9987) | 2424 (2424) | 366 (366) | 6738 | 3145 | 9928 | 8415 | 8635 | 1388 | 4970 | |
C1 | 10 000 (9994) | 1317 (1317) | 355 (355) | 5202 | 2282 | 9918 | 9347 | 8622 | 1849 | 9406 | |
cRNN24 | C10 | 422 (2) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 422 |
C9 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C8 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C7 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C6 | 6 (6) | 0 (0) | 0 (0) | 0 | 0 | 6 | 1 | 0 | 0 | 5 | |
C5 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C4 | 9836 (1) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C3 | 3022 (5) | 0 (0) | 0 (0) | 0 | 0 | 4 | 2 | 1 | 0 | 3022 | |
C2 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C1 | 1788 (10) | 0 (0) | 0 (0) | 0 | 0 | 4 | 1 | 1 | 0 | 1788 | |
GCT23 | C10 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
C9 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C8 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C7 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C6 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C5 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C4 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C3 | 3 (3) | 0 (0) | 0 (0) | 0 | 0 | 3 | 1 | 0 | 0 | 3 | |
C2 | 0 (0) | 0 (0) | 0 (0) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
C1 | 4 (4) | 0 (0) | 0 (0) | 0 | 0 | 1 | 0 | 0 | 0 | 4 |