There have been a number of memorable upsets throughout the history of the tournament, but the biggest of them all happened in 2018. The 16-seed UMBC Retrievers stunned the top-seeded Virginia Cavaliers, 74-54, marking the first time a No. 16 took down a No. 1 in the history of the tourney.