Development of an automatic modification system for generated programs using ChatGPT

TL;DR

This paper presents an automatic system that tests, corrects, and refines code generated by ChatGPT to improve consistency and adherence to program rules, reducing manual effort in code development.

Contribution

It introduces a novel automated modification system for ChatGPT-generated code, enhancing its correctness without human intervention.

Findings

Successfully automated code correction process

Reduced manual effort in code refinement

Improved code consistency and rule adherence

Abstract

In recent years, the field of artificial intelligence has been rapidly developing. Among them, OpenAI's ChatGPT excels at natural language processing tasks and can also generate source code. However, the generated code often has problems with consistency and program rules. Therefore, in this research, we developed a system that tests the code generated by ChatGPT, automatically corrects it if it is inappropriate, and presents the appropriate code to the user. This study aims to address the challenge of reducing the manual effort required for the human feedback and modification process for generated code. When we ran the system, we were able to automatically modify the code as intended.