Publication Type

Conference Proceeding Article

Version

acceptedVersion

Publication Date

9-2023

Abstract

Stack Overflow, the world's largest software Q&A (SQA) website, is facing a significant traffic drop due to the emergence of generative AI techniques. ChatGPT is banned by Stack Overflow after only 6 days from its release. The main reason provided by the official Stack Overflow is that the answers generated by ChatGPT are of low quality. To verify this, we conduct a comparative evaluation of human-written and ChatGPT-generated answers. Our methodology employs both automatic comparison and a manual study. Our results suggest that human-written and ChatGPT-generated answers are semantically similar, however, human-written answers outperform ChatGPT-generated ones consistently across multiple aspects, specifically by 10% on the overall score. We release the data, analysis scripts, and detailed results at https://github.com/maxxbw54/GAI4SQA.

Keywords

ChatGPT, Generative AI, Large language model, Software Q&A, Stack overflow

Discipline

Artificial Intelligence and Robotics | Programming Languages and Compilers | Software Engineering

Research Areas

Data Science and Engineering; Cybersecurity; Intelligent Systems and Optimization

Publication

Proceedings - 2023 38th IEEE/ACM International Conference on Automated Software Engineering, ASE 2023

ISBN

9798350329964

Identifier

10.1109/ASE56229.2023.00023

City or Country

Luxembourg

Download

Share

COinS