LLM-Based Agents for Automating the Enhancement of User Story Quality: An Early Report

被引：2

作者：

Zhang, Zheying ^{[1
]}

Rayhan, Maruf ^{[1
]}

Herda, Tomas ^{[2
]}

Goisauf, Manuel ^{[2
]}

Abrahamsson, Pekka ^{[1
]}

机构：

[1] Tampere Univ, Tampere, Finland

[2] Austrian Post, Rochuspl 1, A-1030 Vienna, Austria

来源：

AGILE PROCESSES IN SOFTWARE ENGINEERING AND EXTREME PROGRAMMING, XP 2024 | 2024年 / 512卷

关键词：

User Story Quality; Large language models; Agents;

D O I：

10.1007/978-3-031-61154-4_8

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

In agile software development, maintaining high-quality user stories is crucial, but also challenging. This study explores the application of large language models (LLMs) to improve the quality of user stories within the agile teams of Austrian Post Group IT. We developed an Autonomous LLM-based Agent System (ALAS) and evaluated its impact on user story quality with 11 participants from six agile teams. Our findings reveal the potential of LLMs in improving user story quality, provide a practical example, and lay the foundation for future research into the broad application of LLMs in a variety of industry settings.

引用

页码：117 / 126

页数：10

共 17 条

[1] [Anonymous], Sri international best practice
[2] Brown TB, 2020, ADV NEUR IN, V33
[3] Cohn M., 2004, Addison-Wesley signature series
[4] Detecting terminological ambiguity in user stories: Tool and experimentation
Dalpiaz, Fabiano
van der Schalk, Ivor
Brinkkemper, Sjaak
Aydemir, Fatma Basak
Lucassen, Garm
[J]. INFORMATION AND SOFTWARE TECHNOLOGY, 2019, 110 : 3 - 16
[5] Towards the Art of Writing Agile Requirements with User Stories, Acceptance Criteria, and Related Constructs
Ferreira, Antonio M. S.
da Silva, Alberto Rodrigues
Paiva, Ana C. R.
[J]. ENASE: PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON EVALUATION OF NOVEL APPROACHES TO SOFTWARE ENGINEERING, 2022, : 477 - 484
[6] Glinz M., 2020, Handbook for the CPRE foundation level according to the IREB standard
[7] ISO/IEC, 2011, SYST SOFTW ENG SYST
[8] Lewis P, 2020, ADV NEUR IN, V33
[9] Improving agile requirements: the Quality User Story framework and tool
Lucassen, Garm
Dalpiaz, Fabiano
van der Werf, Jan Martijn E. M.
Brinkkemper, Sjaak
[J]. REQUIREMENTS ENGINEERING, 2016, 21 (03) : 383 - 403
[10] Nguyen-Duc A, 2023, Arxiv, DOI arXiv:2310.18648

← 1 2 →