DeepSeek is a groundbreaking innovative 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 entities from vast datasets. DeepSeek's design is based on a combination of transformer models, enabling