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Explain NLP Applications and Challenges

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Problem

Scenario

You are working on an NLP team that supports search, routing, and content understanding across a text-heavy product. The team uses language models, classifiers, and entity extraction in different parts of the workflow, and the same input often needs more than one NLP component. You are asked to explain where these techniques fit and what tends to go wrong in practice.

Question

Explain applications and challenges in NLP projects.