NER faces challenges like:
Ambiguity: Words can have multiple meanings, making entity identification difficult.
New entities: NER models need to adapt to new entities and their variations.
Context dependence: The meaning of an entity can change based on the surrounding text.
Cross-lingual transfer: Adapting NER models to different languages.