石油工程师协会实践社区的虚拟成员：从原型到部署
A Virtual Member of a Community of Practice for the Society of Petroleum Engineers: From Prototype to Deployment
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中文总结 AI 辅助
本文介绍了面向SPE石油天然气领域实践社区的虚拟助手ATHENA，经迭代优化后，其在井规划知识任务中优于RAG基线，已整合至SPE研究门户并部署使用。
中文摘要 AI 辅助
我们描述了一款名为ATHENA的虚拟助手的演变，该助手旨在支持石油天然气领域实践社区（CoP）成员的知识获取、检索与传播。对来自石油工程师协会（SPE）的75名专业人员开展的首版原型评估显示，相较于他们使用的最先进RAG基线系统，ATHENA在一系列实际井规划任务中显著提升了他们的生产力与绩效公平性，但评估也指出了需改进的领域。本文阐述了我们首版原型在多文档检索、答案验证支持及更聚焦的主动传播方面的技术进展。评估结果表明，ATHENA的增强版本相较于最先进基线，能为完成与井规划相关的知识密集型任务提供更好的支持。ATHENA已被整合至SPE研究门户，正部署供该协会会员使用。
英文摘要
We describe the evolution of a virtual assistant, called ATHENA, designed to support the capture, retrieval, and dissemination of knowledge for members of a Community of Practice (CoP) related to the Oil and Gas sector. An evaluation of a first prototype involving 75 professionals from the Society of Petroleum Engineering (SPE) showed that ATHENA dramatically improved both their productivity and performance equality on a set of realistic well-planning tasks compare to their use of a state-of-the-art RAG baseline system. However, the evaluation also identified areas for improvement. This paper describes technical advances to our first prototype in the areas of multi-document retrieval, support for answer validation, and more focused proactive dissemination. Evaluation results show that this enhanced version of ATHENA provides better support for completing knowledge-intensive tasks related to well planning than does a state-of-the-art baseline. ATHENA has been integrated into the SPE Research Portal and is being deployed for use by the society's membership.
