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Bridging the Gap: The Practitioner’s Guide to Entity Linking in Real-World Data Pipelines

  • 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.

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