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16 Feb 2025DeepSeekNative Sparse Attention (NSA) Hardware-aligned sparse attention that is trained natively, combining token compression, selection and sliding windows, matching full attention at 64K with big speedups.16 Feb 2025DeepSeekNative Sparse Attention (NSA) Trainable, hardware-aligned sparse attention that combines coarse token compression with fine-grained selection and matches or beats full attention at 64K context.