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arXiv 2608.18677cs.AIcs.CY

三语工作室:用于艺术史叙事构建的多智能体系统

Sanyu Studio: A Multi-Agent System for Art-Historical Narrative Construction

Zhaoxi Wei, Hongye Yang, Shuyuan Tian

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中文总结 AI 辅助

该研究提出Sanyu Studio多智能体系统,将321幅常玉油画建模为具备特定机制的智能体,经7天工作坊验证,其可在历史证据有限时放大人类能动性,为公众提供艺术史解读的交互式入口。

中文摘要 AI 辅助

鉴于生成式AI可能使艺术解读标准化的担忧,本文探究基于大语言模型(LLM)的交互能否支持多元艺术史叙事构建。我们提出Sanyu Studio,这一多智能体对话系统将321幅常玉(Sanyu)油画建模为具备事实、解读、组织及记忆筛选机制的智能体。基于与8名艺术高校参与者开展的为期7天的工作坊,研究表明用户提示、证据组织及认知倾向塑造了不同却连贯的数字常玉版本。研究结果显示,在历史证据有限的情况下,AI可放大人类能动性,并为公众提供艺术史解读的交互式入口。

英文摘要

Amid concerns that generative AI may standardize art interpretation, this paper examines whether LLM-based interaction can support plural art-historical narrative construction. We present Sanyu Studio, a multi-agent dialogue system that models 321 Sanyu oil paintings as agents with fact, interpretation, organization, and memory-filtering mechanisms. Based on a seven-day workshop with eight art-university participants, the study shows that user prompts, evidence organization, and cognitive tendencies shaped divergent yet coherent versions of digital Sanyu. The findings suggest that, under conditions of limited historical evidence, AI can amplify human agency and offer public audiences an interactive entry point into art-historical interpretation.

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