Semantic Role Labeling (SRL) is a natural language processing task that involves identifying the predicate-argument structure of a sentence, essentially determining who did what to whom, when, where, and how. It is crucial for understanding the meaning of sentences and is used in applications such as information extraction, machine translation, and question answering systems.