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English(EN) DuDi: Dual-Signal Distillation with Cross-Lingual Verbalizer

DuDi框架提升小型语言模型的跨语言能力

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员开发了DuDi，一个新颖的双信号蒸馏框架，旨在增强小型语言模型（SLMs）的跨语言能力。该方法结合了序列级和令牌级信号，并包含一个跨语言词化器来优化教师反馈。实验表明，DuDi在东南亚语言上的表现显著提升，在各种模型规模和系列上均优于现有蒸馏技术。 AI

影响 增强了更小、更高效的语言模型的跨语言能力，有可能拓宽代表性不足的语言获得先进AI的途径。

排序理由 该集群包含一篇详细介绍改进语言模型新框架的研究论文。

在 arXiv cs.CL 阅读 →

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DuDi框架提升小型语言模型的跨语言能力

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Research
该集群包含一篇详细介绍改进语言模型新框架的研究论文。
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2 independent sources
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Topics
paper, model release
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High
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127 days old
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报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Patomporn Payoungkhamdee, Tinnakit Udsa, Jian Gang Ngui, Sarana Nutanong, Alham Fikri Aji, Peerat Limkonchotiwat ·

    DuDi: 双信号蒸馏与跨语言词化器

    arXiv:2606.04694v1 Announce Type: new Abstract: Small language models (SLMs) are efficient and scalable, but their multilingual capabilities degrade severely at sub-billion scales, especially for Southeast Asian (SEA) languages. We introduce DuDi, a dual-signal multilingual disti…

  2. arXiv cs.CL TIER_1 English(EN) · Peerat Limkonchotiwat ·

    DuDi：跨语言词化器的双信号蒸馏

    Small language models (SLMs) are efficient and scalable, but their multilingual capabilities degrade severely at sub-billion scales, especially for Southeast Asian (SEA) languages. We introduce DuDi, a dual-signal multilingual distillation framework that combines an online sequen…

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