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Simran Patil

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Open access Jul 2026

Enhancing Named Entity Recognition through Advanced Sequence Labeling using Conditional Random Fields with Contextual Feature Integration

A unified and systematic comparison of hybrid NER models highlights the importance of structured decoding in modern architectures and offers valuable insights into balancing model performance and computational efficiency, supporting the development of reliable and scalable NER solutions for practical applications.

Simran Patil, Dr. Sunny Sall · 0 citations

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