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most cited"Give Me BF16 or Give Me Death"? Accuracy-Performance Trade-Offs in LLM Quantization

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cs.DS2026

GPTQ-2D: Cubic-Time Two-Sided Adaptive Rounding

Jiale Chen, Torsten Hoefler, Dan Alistarh

The paper introduces GPTQ-2D, an algorithm that rounds a real matrix to integers under a two-sided quadratic metric in cubic time by processing entries anti-diagonal by anti-diagon…