The Billboard Music Award winners for Top Rap Artist:. Distinguished people that have won the award include Drake, Kanye West, Mase, Winky D, T.I., Lil Wayne, and NLE Choppa. In 2018 the category was split into top Male and Female rap artists. Source: Wikipedia (en)