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#sparse-representation1 article
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AIBullisharXiv โ€“ CS AI ยท 6d ago7/103
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CSRv2: Unlocking Ultra-Sparse Embeddings

CSRv2 introduces a new training approach for ultra-sparse embeddings that reduces inactive neurons from 80% to 20% while delivering 14% accuracy gains. The method achieves 7x speedup over existing approaches and up to 300x improvements in compute and memory efficiency compared to dense embeddings.