The scoring in Rummy varies depending on the specific game variation, but generally, players earn points based on the cards they have left in their hand at the end of the round. Melds and sets are worth a certain number of points, while unmatched cards are usually worth negative points. The player with the lowest total score at the end of the game is declared the winner.