Argument structure refers to the syntactic and semantic pattern that defines how different elements of a sentence relate to the main verb, determining the roles of the subject, object, and other complements. Understanding argument structure is crucial for parsing sentence meaning, as it dictates how different linguistic elements interact to convey complete thoughts.