The field of Nanotechnology is characterized by a rapid growth of research articles and patents. Implementing NER in this domain helps in efficiently extracting valuable information from large datasets, enabling researchers to focus on innovation rather than data processing. NER aids in identifying key entities such as chemical compounds, material properties, and experimental conditions, which are pivotal for advancing nanomaterials and nanodevices.