Model performance comparison for EXT-Zamora and EXT-SAMPL9 and molecular weights for toluene and water from the National Institute of Standards and Technology (NIST) Chemistry webbook . We further include two GNN models based on the D-MPNN architecture trained on diverse datasets of COSMO-RS and experimental solvation Gibbs free energies, namely Solvation GNN and DirectML .