本系统能够自动解析PPT文件结构，识别知识点层级，并通过调用大语言模型（基于SiliconFlow的DeepSeek-V3.2-Exp）和外部知识源，为PPT内容补充背景说明、公式推导、代码示例等扩展信息。
In this work, we propose a multi-agent LLMs framework that is guided by design principles. Our multi-agent LLMs adopt a workflow of specialist agents that mirrors a professional design process: ...
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