Predicate-Argument Structure is a linguistic framework that describes how verbs (predicates) relate to their associated nouns or noun phrases (arguments), forming the core meaning of a sentence. It is essential for understanding syntactic and semantic roles within a sentence, aiding in tasks such as natural language processing and machine translation.