cs.AI updates on arXiv.org 10月16日 12:23
语义知识促进文化累积创新
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本文通过文化进化模型和行为实验,证实语义知识在人类累积文化创新中的关键作用,揭示了其与社交学习的协同效应。

arXiv:2510.12837v1 Announce Type: cross Abstract: Cumulative cultural evolution enables human societies to generate increasingly complex knowledge and technology over generations. While social learning transmits innovations between individuals and generations, the cognitive processes that generate these innovations remain poorly understood. Here, we demonstrate that semantic knowledge-structured associations between concepts and their functions-provides cognitive scaffolding for cumulative innovation by guiding exploration toward plausible and meaningful actions. We tested this hypothesis using a cultural evolutionary agent-based model and a large-scale behavioural experiment (N = 1,243), in which individuals performed a task requiring the combination of items into novel innovations. Across both approaches, semantic knowledge and social learning interact synergistically to enhance innovation. Behaviorally, participants without access to semantic knowledge performed no better than chance, even when social learning was available, and relied on shallow exploration strategies. These findings suggest that semantic knowledge is a key cognitive process enabling human cumulative culture.

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语义知识 文化进化 社交学习 累积创新 认知过程
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