麦克拉格 (MechRAG):一种用于机械工程的多式联运大型语言模型
1School of Engineering, University of Edinburgh, Edinburgh, UK. sli63@ed.ac.uk.
Communications engineering
|November 11, 2025
概括
机械检索增强生成 (MechRAG) 通过使用多式联网大型语言模型统一各种工程数据. 这种人工智能提高了工程师的生产力,并改变了设计和制造工作流程.
科学领域:
- 多式联络AI 多式联络AI
- 工程设计与制造 工程设计与制造
- 计算机辅助工程 (CAE) 和设计 (CAD)
背景情况:
- 工程活动涉及产品生命周期各个阶段的各种数据.
- 当前的数字格式造成了分离,限制了跨领域的整合.
- 专业应用程序限制了现有数据格式的使用.
研究的目的:
- 介绍MechRAG,一个多式大型语言模型架构.
- 从多个工程表示中统一信息.
- 提高生产率并改变工程工作流程.
主要方法:
- 开发了一种名为MechRAG的多式大型语言模型架构.
- 来自计算机辅助工程和计算机辅助设计环境的综合数据.
- 使用检索增强生成来增强推理.
主要成果:
- 在数据管理和分类任务中,MechRAG 实现了高精度.
- 该模型有效地在主观上下文中复制工程师级推理.
- 证明了多样化的工程表示的成功统一.
结论:
- 通过对话式接口,MechRAG提高了工程生产率.
- 在设计和制造中促进更具交互性的范式.
- 在整个产品生命周期中推动变革性工作流程.
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