UniSVQ unifies scalar and vector quantization for 2-bit LLM compression via affine transforms on integer lattices plus block-wise fine-tuning, outperforming SQ methods and matching advanced VQ with higher throughput.
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UniSVQ: 2-bit Unified Scalar-Vector Quantization
UniSVQ unifies scalar and vector quantization for 2-bit LLM compression via affine transforms on integer lattices plus block-wise fine-tuning, outperforming SQ methods and matching advanced VQ with higher throughput.