We describe the various descriptions attempting to claim a paradigm shift from QGP to sQGP. We detail what the novel or unexpected features of the medium are and how this can be quantified into various categories. We discuss the differences of strongly coupled versus strongly interacting and liquid versus plasma versus gas states.