Our next case study investigated the cross-material relationship in porous materials and evaluates the ability of PMTransformer to predict unseen properties of other classes of porous materials. The H2 uptake at 77K and 100 bar was calculated for 5,000 MOFs, COFs, PPNs, and zeolites and randomly split into 4,000 training, 500 validation, and 500 test sets.