Increasing the Reliability of Software Systems Using a Large-Language-Model-Based Solution for Onboarding

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-07-15 DOI:10.3390/inventions9040079
Ioan Cristian Schuszter, Marius Cioca
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Abstract

Software systems are often maintained by a group of experienced software developers in order to ensure that faults that may bring the system down are less likely. Large turnover in organizations such as CERN makes it important to think of ways of onboarding newcomers on a technical project rapidly. This paper focuses on optimizing the way that people get up-to-speed on the business logic and technologies used on the project by using a knowledge-imbued large language model that is enhanced using domain-specific knowledge from the group or team’s internal documentation. The novelty of this approach is the gathering of all of these different open-source methods for developing a chatbot and using it in an industrial use-case.
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使用基于大型语言模型的上机解决方案提高软件系统的可靠性
软件系统通常由一批经验丰富的软件开发人员维护,以确保减少可能导致系统瘫痪的故障。欧洲核子研究中心(CERN)等机构的人员流动性很大,因此必须想办法让技术项目的新人快速入职。本文的重点是,通过使用知识渗透的大型语言模型,并利用小组或团队内部文档中的特定领域知识对该模型进行增强,从而优化人们熟悉业务逻辑和项目技术的方式。这种方法的新颖之处在于汇集了所有这些不同的开源方法来开发聊天机器人,并将其用于工业用例。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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