On average, the ECFP and ISIDA methods share 16 common structures as the most similar ones. Regarding the deep learning techniques, the top 50 most similar molecules by VQGAE and LatentGAN latent vectors also have similar number of overlapping structures. Nevertheless, the results of the similarity search based on the HyFactor latent vectors do not overlap with the results of any other representation.