Entity Linking is the process of associating ambiguous mentions in text with their corresponding entities in a knowledge base, enhancing the understanding of the text by providing context and disambiguation. This is crucial for improving information retrieval, question answering, and knowledge graph construction by ensuring accurate and meaningful connections between text and structured data.