检索结果-内蒙古大学图书馆

Quantitative Assessment of Generative Large Language Models on Design pattern Application

Computers, Materials & Continua 2025年第3期82卷 3843-3872页

作者： Dae-Kyoo Kim Department of Computer Science and Engineering Oakland University115 Library Dr.RochesterMI 48309USA

Design patterns offer reusable solutions for common software issues,enhancing *** advent of generative large language models(LLMs)marks progress in software development,but their efficacy in applying design patterns is not fully *** recent introduction of generative large language models(LLMs)like ChatGPT and CoPilot has demonstrated significant promise in software *** assist with a variety of tasks including code generation,modeling,bug fixing,and testing,leading to enhanced efficiency and *** initial uses of these LLMs have had a positive effect on software development,their potential influence on the application of design patterns remains *** study introduces a method to quantify LLMs’ability to implement design patterns,using Role-based Metamodeling Language(RBML)for a rigorous specification of the pattern’s problem,solution,and transformation *** method evaluates the pattern applicability of a software application using the pattern’s problem *** deemed applicable,the application is input to the LLM for pattern *** resulting application is assessed for conformance to the pattern’s solution specification and for completeness against the pattern’s transformation *** the method with ChatGPT 4 across three applications reveals ChatGPT’s high proficiency,achieving averages of 98%in conformance and 87%in completeness,thereby demonstrating the effectiveness of the *** RBML,this study confirms that LLMs,specifically ChatGPT 4,have great potential in effective and efficient application of design patterns with high conformance and *** opens avenues for further integrating LLMs into complex software engineering processes.

关键词： Design patterns large language models pattern application pattern-based refactoring quantitative assessment

来源：评论

学校读者我要写书评

暂无评论

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案：

请选择收藏分类：

通借通还

建议与咨询 留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案： 新增检索档案 确定 取消

请选择收藏分类： 新增自定义分类 确定 取消

通借通还

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

请选择保存的检索档案：

请选择收藏分类：