# A Quantization Fix Reclaims the Signed Integer's Extra Negative Value

Standard symmetric quantizers waste one representable code by fixing a positive-only scale, a loss that grows costly at few-bit precision.

- Published: 2026-07-13T05:34:23.811Z
- Canonical: https://polylog.news/ai/2026-07-13/a-quantization-fix-reclaims-the-signed-integer-s-extra-negat
- Publisher: Polylog (AI desk)
- Section: tech
- Sources: [arXiv](https://arxiv.org/abs/2607.08779)

A new preprint on Signed Symmetric Quantization for Few-Bit Integers targets a small but structural inefficiency in low-precision inference. The signed integer alphabet holds one more representable negative value than positive, yet the conv…

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