Table 2.

Performance comparison between DCPM and state-of-the-art (SOTA) methods on regression task

Method	Regression (RMSE↓)
	ESOL	FreeSolv	Lipophilicity
DCPM	1.029 ± 0.0076	2.4621 ± 0.0176	0.9252 ± 0.0026
ECFP	1.9518 ± 0.0044	4.2936 ± 0.0117	1.0515 ± 0.0013
KERMT	1.1565 ± 0.0034	3.027 ± 0.0296	0.917 ± 0.0023
KPGT	1.5301 ± 0.0	3.6052 ± 0.0	1.0386 ± 0.0001
MoleculeSTM-Graph	1.468 ± 0.0128	3.6389 ± 0.0151	1.0377 ± 0.0008
MPG	1.4905 ± 0.0047	3.4328 ± 0.0288	1.0098 ± 0.0049
Mole-BERT	1.6142 ± 0.0052	3.119 ± 0.0469	0.9049 ± 0.0037