English(EN) Do Language Models Reason Across Languages?

新论文发现语言模型在多语言推理方面存在困难

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-01 04:00

一篇新的研究论文探讨了语言模型在不同语言中的推理能力。研究发现，模型在多语言推理方面存在困难，常常无法将复杂问题分解为逻辑步骤。这种缺乏忠实的逐步推理会导致在回答两跳问题时出现组合失败。为了解决这个问题，研究人员提出了一种SUBQ提示方法，通过子问题引导多步推理，显著提高了准确性。 AI

影响强调了当前语言模型在多语言任务中的局限性，并提出了一种改进推理的方法。

排序理由一篇在arXiv上发表的研究论文，详细介绍了关于语言模型推理的发现。[lever_c_demoted from research: ic=1 ai=1.0]

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本文如何被排名

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Newsworthiness bucket: Tool; 一篇在arXiv上发表的研究论文，详细介绍了关于语言模型推理的发现。[lever_c_demoted from research: ic=1 ai=1.0]
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arXiv cs.AI TIER_1 English(EN) · Yan Meng, Wafaa Mohammed, Christof Monz · 2026-09-01 04:00

语言模型能否跨语言推理？

arXiv:2601.06644v2 Announce Type: replace-cross Abstract: The real-world information sources are inherently multilingual, which naturally raises a question about whether language models can synthesize information across languages. In this paper, we introduce a simple two-hop ques…