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arxiv_cs_lg · Oct 29, 2026 · paper
arxiv.orgOct 29, 2026
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In brief
Low-bit quantization enables efficient deployment of large language models by reducing memory footprint and computational cost. Achieving high accuracy at low precision requires selecting quantization ranges, linear transformations, and weight rounding decisions. Existing approac