The split ratio was maintained in the same way as the baseline model. Reducing the test size can improve the generalization of the model. This will enhance the chemical diversity and provide more information regarding pressure, temperature, and molar ratios in the training dataset. This factor should be considered critical when the split ratio is defined for estimating future properties of the DES mixtures. Another comparison that was not considered in this work is the activation function.