In this study, we introduced an effective volume-based repulsion correction (EVC) method, to refine LJ exclusion contributions that have been underestimated by the LJSPM approach. The EVC method determines exclusion parameters efficiently and systematically by matching the effective volume, which can be ultimately by described by a simple and inter-system transferable combining rule. The reference effective volume can be estimated by four approaches namely EX1, EX2, AEX and EX2-rematch, where the AEX approach gives the best predictions for UA models and EX2-rematch performs well on low resolution CG models. Our simulation results suggest that the accuracy of the EVC-based LJSPM is comprehensively and significantly boosted compared to the original LJSPM for non-polar molecular systems predominantly governed by LJ interactions. Even with all the bottom-up information required by the coarse-graining process taken from one arbitrary reference, the EVC-based LJSPM can still accurately reproduce critical physical properties such as densities and radial distribution functions of several non-polar AA liquids. Furthermore, the EVC-based LJSPM shows promise in accurately describing the solvation free energy information of solution systems, even when the system incorporates polar molecules. This indicates a tremendous potential in developing non-polar CG solvents.