DeepSeek is a groundbreaking novel approach to constructing knowledge graphs leveraging the power of deep learning. This methodology addresses the inherent challenges of traditional KG construction by efficiently extracting and representing semanticconnections from vast sources. DeepSeek's structure is based on a combination of transformer models,