We discuss some of the progress that has occurred since the survey article "Nonabelian tensor products of groups: the commutator connection" by L.C. Kappe appeared in the Proceedings of Groups St Andrews 1997 in Bath, with a particular emphasis on non-abelian tensor squares of groups. We survey methods for computing non-abelian tensor squares, results that support such calculations, and recent general structure results.