cs.AI updates on arXiv.org 07月25日 12:28
SMARTAPS: Tool-augmented LLMs for Operations Management
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本文介绍了一种名为SmartAPS的智能规划系统,它基于工具增强的大型语言模型,为操作规划者提供直观的自然语言聊天界面,以改善供应链规划。

arXiv:2507.17927v1 Announce Type: new Abstract: Large language models (LLMs) present intriguing opportunities to enhance user interaction with traditional algorithms and tools in real-world applications. An advanced planning system (APS) is a sophisticated software that leverages optimization to help operations planners create, interpret, and modify an operational plan. While highly beneficial, many customers are priced out of using an APS due to the ongoing costs of consultants responsible for customization and maintenance. To address the need for a more accessible APS expressed by supply chain planners, we present SmartAPS, a conversational system built on a tool-augmented LLM. Our system provides operations planners with an intuitive natural language chat interface, allowing them to query information, perform counterfactual reasoning, receive recommendations, and execute scenario analysis to better manage their operation. A short video demonstrating the system has been released: https://youtu.be/KtIrJjlDbyw

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智能规划系统 大型语言模型 供应链规划
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