arXiv:2607.07267cs.CYcs.CL2026-07

通过26亿张草图揭示人类概念的隐性文化差异

Billions of Sketches Reveal Hidden Cultural Variation in Human Concepts

论文配图:Billions of Sketches Reveal Hidden Cultural Variation in Human Concepts
图 1 · 摘自论文原文
  • 用全球236国26亿张草图分析概念视觉表征
  • 触觉相关概念的文化差异最显著,反映具身经验差异
  • 草图比文字更真实反映文化距离,高32%吻合度

关于人类概念普遍性的主张主要基于语言间的相似性。然而,词语作为沟通工具,会将丰富的体验差异压缩成共享惯例,可能掩盖个体与文化间概念的心理表征差异。本文分析了来自236个国家和地区的26亿张常见概念手绘草图,通过视觉想象探究概念结构。结果表明,单一概念会展现出多个不同的视觉范例,揭示出跨文化的潜在差异。这一差异在涉及触觉互动的概念中最强,说明视觉意象既反映具身经验也体现文化差异。将草图嵌入模型与跨语言词嵌入模型对比发现,两者几何结构存在差异:视觉表征保留了更丰富的语义与文化结构,而语言模型则将其压缩。基于草图的跨文化相似性比文本测量高出32%与已知文化距离一致。这些结果表明,人类概念普遍性模式可能高度依赖于测量模态,大规模草图提供了一种直接、高分辨率的探针,可揭示思想在具身与文化维度上的多样性。

原文摘要 · Abstract (English)

Claims about the universality of human concepts have been predominantly assessed through linguistic similarity across languages and cultures. However, words are effective as communication devices because they compress rich experiential variation into shared conventions, potentially obscuring hidden individual and cultural differences in how concepts are mentally represented. Here, we analyse 2.6 billion human-made sketches of common concepts from 236 countries and territories to examine conceptual structure through people's visual imagination. Consistent with recent work on image-based cognition, we find that single concepts unfold into multiple distinct visual exemplars, revealing latent information about similarities and differences in conceptual structure across cultures. This variation is strongest for concepts involving haptic interaction, suggesting that visual imagery reflects variation in embodied experience as much as conventional definitions. Comparing embedding models of sketches with word embedding models across languages, we find that their geometries diverge, with visual representations preserving rich semantic and cultural structure that language models compress. Cross-cultural similarities derived from sketches align 32% more closely with established cultural distances than do text-based measures. Together, these results suggest that patterns of human conceptual universality may depend critically on the modality through which concepts are measured, with large-scale sketching providing a direct, high-resolution probe of conceptual diversity across embodied and cultural dimensions of thought.

概念表征文化差异草图分析具身认知

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