Beam Search is a heuristic search algorithm often used in sequence generation tasks like machine translation. It expands the most promising nodes in a tree while maintaining a fixed-size queue (beam), preventing combinatorial explosion. This balance between breadth and efficiency makes it a popular choice in NLP.