Abstract Mapping a sentence into a two-dimensional (2D) representation can flatten nested semantic structures and build multi-granular span dependencies in named entity recognition. Existing approaches to recognizing named entities often classify each entity span independently. which ignores the spatial structures between neighboring spans. To address this issue. https://foldlyers.shop/product-category/6-speakers/