Enhancing Semantic Type Detection in Tables Using Graph Neural Networks

A novel approach using Graph Neural Networks (GNNs) to model intra-table dependencies, allowing language models to focus on inter-table information, outperforming existing state-of-the-art algorithms for semantic type detection in tables.