<ul data-eligibleForWebStory="false">Problem: Ambiguous mentions like 'Apple' pose challenges without context-aware linking.Approach: This essay discusses using entity linking to connect recognized entities to a knowledge base like Wikipedia.Results: Demonstration reveals successful linking of entities to correct Wikipedia entries, with geopolitical and organizational entities prevalent.Conclusion: Entity linking enhances NLP systems' semantic depth for more accurate downstream applications.