To find out better metrics in chemistry, it helps having a look at related metrics in computer vision (GAN and stuff). However, it is important to keep in mind that goals are different: in chemistry, the goal is to generate molecules with new and nice properties, while in computer vision, the goal is to
reconstruct training data.