A "walk-off" win in baseball refers to a situation where the home team wins the game in the final inning, resulting in the game ending immediately. This often occurs when a player hits a game-winning hit or a home run, causing the home team to lead in the score and thereby ending the game with the players on the field celebrating. This term encapsulates the excitement and drama associated with late-game heroics.