Named Entity Recognition (NER) acts as a fundamental pillar in natural language processing, facilitating systems to pinpoint and categorize key entities within text. These entities can span people, organizations, locations, dates, and more, providing valuable context and meaning. By annotating these entities, NER reveals hidden insights within text