Named Entity Recognition (NER) serves as a fundamental pillar in natural language processing, facilitating systems to recognize and categorize key entities within text. These entities can comprise people, organizations, locations, dates, and more, providing valuable context and meaning. By labeling these entities, NER unlocks hidden patterns within