Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse . . . Sparse attention offers a promising direction for improving efficiency while maintaining model capabilities We present NSA, a Natively trainable Sparse Attention mechanism that integrates algorithmic innovations with hardware-aligned optimizations to achieve efficient long-context modeling
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse . . . Sparse attention offers a promising direction for improving efficiency while maintaining model capabilities We present NSA, a Natively trained Sparse Attention mechanism that integrates algorithmic innovations with hardware-aligned optimizations to achieve efficient long-context modeling
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