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CurveFP:用于语言模型的封闭乘积有理基数对数数据类型

原标题:CurveFP: Rational-Radix Logarithmic Datatypes with Closed Products for Language Models

arXiv cs.LG一手来源研究质量 89

AI 摘要

CurveFP 是一种新的低精度数据类型家族,通过交错对数曲线和紧凑块缩放实现封闭乘积,使乘法变为精确的符号异或和整数索引更新。CurveFP8 用于训练,CurveFP7 用于部署,在多个 7B-9B 模型上以更少的位达到或超过 FP8 的困惑度,并在 128.3M 参数预训练中实现 FP8 级质量,同时降低格式引起的惩罚。

以上摘要由 AI 生成,可能存在误差。事实请以原文为准。

正文节选

CurveFP: Rational-Radix Logarithmic Datatypes with Closed Products for Language Models Abstract Low-precision datatypes reduce language-model cost, but most formats optimize scalar fidelity while leaving the arithmetic induced by their products unchanged. We introduce CurveFP, a closed-product codebook family that distributes quantized magnitudes across interleaved logarithmic curves under compact block scales. A rational radix tunes dynamic range against local resolution, while uniform curve in


发布时间:2026-08-12 12:00
抓取时间:2026-08-12 12:09
来源机构:arXiv
阅读原文arxiv.org