基于 LLM 的互动式系统制图研究之路

IF 3.8 2区计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS

Information and Software Technology Pub Date : 2024-10-31 DOI:10.1016/j.infsof.2024.107611

Kai Petersen , Jan M. Gerken

{"title":"基于 LLM 的互动式系统制图研究之路","authors":"Kai Petersen , Jan M. Gerken","doi":"10.1016/j.infsof.2024.107611","DOIUrl":null,"url":null,"abstract":"<div><h3>Context:</h3><div>The research volume is continuously increasing. Manual analysis of large topic scopes and continuously updating literature studies with the newest research results is effort intensive and, therefore, difficult to achieve.</div></div><div><h3>Objective:</h3><div>To discuss possibilities and next steps for using LLMs (e.g., GPT-4) in the mapping study process.</div></div><div><h3>Method:</h3><div>The research can be classified as a solution proposal. The solution was iteratively designed and discussed among the authors based on their experience with LLMs and literature reviews.</div></div><div><h3>Results:</h3><div>We propose strategies for the mapping process, outlining the use of agents and prompting strategies for each step.</div></div><div><h3>Conclusion:</h3><div>Given the potential of LLMs in literature studies, we should work on a holistic solutions for LLM-supported mapping studies.</div></div>","PeriodicalId":54983,"journal":{"name":"Information and Software Technology","volume":"178 ","pages":"Article 107611"},"PeriodicalIF":3.8000,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"On the road to interactive LLM-based systematic mapping studies\",\"authors\":\"Kai Petersen , Jan M. Gerken\",\"doi\":\"10.1016/j.infsof.2024.107611\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Context:</h3><div>The research volume is continuously increasing. Manual analysis of large topic scopes and continuously updating literature studies with the newest research results is effort intensive and, therefore, difficult to achieve.</div></div><div><h3>Objective:</h3><div>To discuss possibilities and next steps for using LLMs (e.g., GPT-4) in the mapping study process.</div></div><div><h3>Method:</h3><div>The research can be classified as a solution proposal. The solution was iteratively designed and discussed among the authors based on their experience with LLMs and literature reviews.</div></div><div><h3>Results:</h3><div>We propose strategies for the mapping process, outlining the use of agents and prompting strategies for each step.</div></div><div><h3>Conclusion:</h3><div>Given the potential of LLMs in literature studies, we should work on a holistic solutions for LLM-supported mapping studies.</div></div>\",\"PeriodicalId\":54983,\"journal\":{\"name\":\"Information and Software Technology\",\"volume\":\"178 \",\"pages\":\"Article 107611\"},\"PeriodicalIF\":3.8000,\"publicationDate\":\"2024-10-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Information and Software Technology\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0950584924002167\",\"RegionNum\":2,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"COMPUTER SCIENCE, INFORMATION SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Information and Software Technology","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0950584924002167","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}

引用次数: 0

摘要

背景：研究数量不断增加。目标：讨论在制图研究过程中使用 LLMs（如 GPT-4）的可能性和下一步措施。方法：该研究可归类为解决方案建议。结果：我们提出了制图过程的策略，概述了每个步骤的代理和提示策略的使用。结论：鉴于 LLM 在文献研究中的潜力，我们应该为 LLM 支持的制图研究制定整体解决方案。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

On the road to interactive LLM-based systematic mapping studies

Context:

The research volume is continuously increasing. Manual analysis of large topic scopes and continuously updating literature studies with the newest research results is effort intensive and, therefore, difficult to achieve.

Objective:

To discuss possibilities and next steps for using LLMs (e.g., GPT-4) in the mapping study process.

Method:

The research can be classified as a solution proposal. The solution was iteratively designed and discussed among the authors based on their experience with LLMs and literature reviews.

Results:

We propose strategies for the mapping process, outlining the use of agents and prompting strategies for each step.

Conclusion:

Given the potential of LLMs in literature studies, we should work on a holistic solutions for LLM-supported mapping studies.

求助全文

通过发布文献求助，成功后即可免费获取论文全文。去求助

来源期刊

Information and Software Technology 工程技术-计算机：软件工程

CiteScore

9.10

自引率

7.70%

发文量

164

审稿时长

9.6 weeks

期刊介绍： Information and Software Technology is the international archival journal focusing on research and experience that contributes to the improvement of software development practices. The journal''s scope includes methods and techniques to better engineer software and manage its development. Articles submitted for review should have a clear component of software engineering or address ways to improve the engineering and management of software development. Areas covered by the journal include: • Software management, quality and metrics, • Software processes, • Software architecture, modelling, specification, design and programming • Functional and non-functional software requirements • Software testing and verification & validation • Empirical studies of all aspects of engineering and managing software development Short Communications is a new section dedicated to short papers addressing new ideas, controversial opinions, "Negative" results and much more. Read the Guide for authors for more information. The journal encourages and welcomes submissions of systematic literature studies (reviews and maps) within the scope of the journal. Information and Software Technology is the premiere outlet for systematic literature studies in software engineering.