ASE 2023
Mon 11 - Fri 15 September 2023 Kirchberg, Luxembourg
Fri 15 Sep 2023 15:50 - 16:10 at Room UK - Technical papers 3

This paper presents a novel method for GUI testing in web applications that largely automates the process by integrating the advanced language model GPT-4 with Selenium, a popular web application testing framework. Unlike traditional deep learning approaches, which require extensive training data, GPT-4 is pre-trained on a large corpus, giving it significant generalisation and inference capabilities. These capabilities allow testing without the need for recorded data from human testers, significantly reducing the time and effort required for the testing process. We also compare the efficiency of our integrated GPT-4 approach with monkey testing, a widely used technique for automated GUI testing where user input is randomly generated. To evaluate our approach, we implemented a web calculator with an integrated code coverage system. The results show that our integrated GPT-4 approach provides significantly better branch coverage compared to monkey testing. These results highlight the significant potential of integrating specific AI models such as GPT-4 and automated testing tools to improve the accuracy and efficiency of GUI testing in web applications.

Fri 15 Sep

Displayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change

15:30 - 16:50
Technical papers 3[Workshop] A-TEST at Room UK
15:30
20m
Talk
Continuous Domain Input Abstraction and Fault Detection Capability in Combinatorial Testing
[Workshop] A-TEST
Yavuz Koroglu Graz University of Technology, Franz Wotawa Graz University of Technology
File Attached
15:50
20m
Talk
GUI-Based Software Testing: An Automated Approach Using GPT-4 and Selenium WebDriver
[Workshop] A-TEST
Daniel Zimmermann FZI Research Center for Information Technology, Anne Koziolek Karlsruhe Institute of Technology
File Attached
16:10
20m
Talk
Chouette: An Automated Cross-Platform UI Crawler for Improving App Quality
[Workshop] A-TEST
Terrence Wong Duolingo
Pre-print
16:30
20m
Talk
An Empirical Study on the Adoption of Scripted GUI Testing for Android Apps
[Workshop] A-TEST
Ruizhen Gu University of Sheffield, José Miguel Rojas The University of Sheffield
Pre-print