A significant number of phenomena in psychology is explained in terms of similarity. While the term has found to be useful in understanding and defining other phenomena, the similarity itself remains to be poorly understood and defined. Here we aim to discuss the current status of the concept of similarity as it is applied to research in cognitive psychology and cognitive neuroscience.