cs.AI updates on arXiv.org 10月21日 12:25
LLMs文化理解机制研究
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本文通过测量大型语言模型在回答语义等效问题时激活路径的重叠,探讨了LLMs的文化理解机制,发现语言相似性并不保证内部表示的一致性。

arXiv:2510.16565v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used across diverse cultural contexts, making accurate cultural understanding essential. Prior evaluations have mostly focused on output-level performance, obscuring the factors that drive differences in responses, while studies using circuit analysis have covered few languages and rarely focused on culture. In this work, we trace LLMs' internal cultural understanding mechanisms by measuring activation path overlaps when answering semantically equivalent questions under two conditions: varying the target country while fixing the question language, and varying the question language while fixing the country. We also use same-language country pairs to disentangle language from cultural aspects. Results show that internal paths overlap more for same-language, cross-country questions than for cross-language, same-country questions, indicating strong language-specific patterns. Notably, the South Korea-North Korea pair exhibits low overlap and high variability, showing that linguistic similarity does not guarantee aligned internal representation.

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相关标签

LLMs 文化理解 激活路径 语言模型 文化机制
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