The document explains parse trees and syntax trees as crucial data structures in computer science for analyzing grammatical and syntactic structures. Parse trees focus on the grammatical structure of sentences, while syntax trees represent the syntactic structure of code snippets, both essential for various applications like natural language processing and programming language compilers. Key differences, construction methods, and applications of these trees are also discussed.