智能时代的软件开发:用正确的方法拥抱大型语言模型

IF 2.7 3区 工程技术 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Xin Peng
{"title":"智能时代的软件开发:用正确的方法拥抱大型语言模型","authors":"Xin Peng","doi":"10.1631/fitee.2300537","DOIUrl":null,"url":null,"abstract":"<p>Embracing LLMs is definitely a correct and even necessary direction for software enterprises to improve quality and efficiency. However, achieving systematic and comprehensive intelligent software development still requires careful consideration and there is much fundamental work to do. For enterprises, solidifying the digitization and knowledge accumulation of software development, as well as the fundamental capabilities of software engineering such as requirement analysis, design, and validation, remains crucial and is also a basic condition for achieving higher levels of intelligent development. For academic research, there is still much work to do in the direction of systematic and comprehensive intelligent software development. This also requires us have a deeper understanding of the complexity of software systems and software requirements and design, based on understanding the capabilities of LLMs.</p>","PeriodicalId":12608,"journal":{"name":"Frontiers of Information Technology & Electronic Engineering","volume":null,"pages":null},"PeriodicalIF":2.7000,"publicationDate":"2023-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Software development in the age of intelligence: embracing large language models with the right approach\",\"authors\":\"Xin Peng\",\"doi\":\"10.1631/fitee.2300537\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Embracing LLMs is definitely a correct and even necessary direction for software enterprises to improve quality and efficiency. However, achieving systematic and comprehensive intelligent software development still requires careful consideration and there is much fundamental work to do. For enterprises, solidifying the digitization and knowledge accumulation of software development, as well as the fundamental capabilities of software engineering such as requirement analysis, design, and validation, remains crucial and is also a basic condition for achieving higher levels of intelligent development. For academic research, there is still much work to do in the direction of systematic and comprehensive intelligent software development. This also requires us have a deeper understanding of the complexity of software systems and software requirements and design, based on understanding the capabilities of LLMs.</p>\",\"PeriodicalId\":12608,\"journal\":{\"name\":\"Frontiers of Information Technology & Electronic Engineering\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.7000,\"publicationDate\":\"2023-12-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Frontiers of Information Technology & Electronic Engineering\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.1631/fitee.2300537\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"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":"Frontiers of Information Technology & Electronic Engineering","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1631/fitee.2300537","RegionNum":3,"RegionCategory":"工程技术","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

对于软件企业来说,拥抱 LLMs 无疑是一个正确甚至是必要的方向,有助于提高质量和效率。但是,实现系统、全面的智能软件开发还需要深思熟虑,还有许多基础性工作要做。对企业而言,夯实软件开发的数字化和知识积累,以及需求分析、设计、验证等软件工程的基础能力,仍然至关重要,也是实现更高水平智能开发的基本条件。就学术研究而言,在系统、全面的智能软件开发方向上还有许多工作要做。这也需要我们在了解 LLM 能力的基础上,对软件系统和软件需求与设计的复杂性有更深入的理解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Software development in the age of intelligence: embracing large language models with the right approach

Embracing LLMs is definitely a correct and even necessary direction for software enterprises to improve quality and efficiency. However, achieving systematic and comprehensive intelligent software development still requires careful consideration and there is much fundamental work to do. For enterprises, solidifying the digitization and knowledge accumulation of software development, as well as the fundamental capabilities of software engineering such as requirement analysis, design, and validation, remains crucial and is also a basic condition for achieving higher levels of intelligent development. For academic research, there is still much work to do in the direction of systematic and comprehensive intelligent software development. This also requires us have a deeper understanding of the complexity of software systems and software requirements and design, based on understanding the capabilities of LLMs.

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
Frontiers of Information Technology & Electronic Engineering
Frontiers of Information Technology & Electronic Engineering COMPUTER SCIENCE, INFORMATION SYSTEMSCOMPU-COMPUTER SCIENCE, SOFTWARE ENGINEERING
CiteScore
6.00
自引率
10.00%
发文量
1372
期刊介绍: Frontiers of Information Technology & Electronic Engineering (ISSN 2095-9184, monthly), formerly known as Journal of Zhejiang University SCIENCE C (Computers & Electronics) (2010-2014), is an international peer-reviewed journal launched by Chinese Academy of Engineering (CAE) and Zhejiang University, co-published by Springer & Zhejiang University Press. FITEE is aimed to publish the latest implementation of applications, principles, and algorithms in the broad area of Electrical and Electronic Engineering, including but not limited to Computer Science, Information Sciences, Control, Automation, Telecommunications. There are different types of articles for your choice, including research articles, review articles, science letters, perspective, new technical notes and methods, etc.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信