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English(EN) Lingua Franca or Probing Artifact? Rethinking Latent Language in Multilingual LLMs

多语言大语言模型:探测特定语言状态和翻译机制

两篇新研究论文探讨了多语言大语言模型(mLLMs)的内部工作机制及其翻译能力。第一篇论文质疑了这些模型中单一“通用语”的概念,发现不同的探测方法在关于特定语言状态的结果上存在冲突。第二篇论文提出了一个更模块化的翻译视图,认为模型在生成目标语言的表面形式之前,会先建立目标词序,并有专门的注意力头负责句法转换。 AI

影响 这些研究为深入了解多语言模型如何处理和翻译语言提供了更深的见解,可能指导未来的模型开发和评估。

排序理由 两篇发表在arXiv上的学术论文,详细介绍了关于多语言LLM内部机制的新研究。

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多语言大语言模型:探测特定语言状态和翻译机制

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两篇发表在arXiv上的学术论文,详细介绍了关于多语言LLM内部机制的新研究。
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Deniz Bayazit, Badr AlKhamissi, Antoine Bosselut ·

    通用语还是探测伪影?重新思考多语言大型语言模型中的潜在语言

    arXiv:2609.00155v1 Announce Type: cross Abstract: Latent language identification is often used to argue that multilingual language models route computation through language-specific states, such as English pivots. However, existing probes infer latent language from different sign…

  2. arXiv cs.CL TIER_1 English(EN) · Mikhail Sonkin, Tanja Baeumel, Daniil Gurgurov, Josef van Genabith, Simon Ostermann ·

    分离语法与语言:多语言大型语言模型中翻译的机制性解释

    arXiv:2609.01356v1 Announce Type: new Abstract: Multilingual large language models (mLLMs) achieve strong performance in machine translation, yet our understanding of the mechanisms by which they transform representations from one language to another remains incomplete. Prior wor…