A cross-border community for researchers with openness, equality and inclusion
Join USS Create Account Sign In
Join USS Create Account Sign In
Presentation details
  1. Home
  2. Presentation list
  3. Presentation details
Human-AI Comparative Evaluation of Test Case Generation in Scenario-Oriented Software Testing
ID：142 View protection：Participant Only Updated time：2025-12-23 13:18:11 Views：101 Online

Start Time：2025-12-30 12:05

Duration：10min

Session：[S9] Track 5: Emerging Trends of AI/ML [S9-1] Track 5: Emerging Trends of AI/ML

Slide
Abstract
This research evaluates the effectiveness of AI-generated test cases (using GPT-4) against test cases constructed using conventional manual testing approaches in scenario-driven software testing. Manual test cases developed by applying established black-box testing methods, while GPT-4 generated test cases through structured prompts. Three scenarios—easy, moderate, and complex—used to conduct the evaluation under equivalent conditions. The primary comparisons in the present study evaluated defect detection capability, test coverage, efficiency of execution, and scenario relevance. The results indicate that AI-generated test cases provide better coverage, are faster to generate, and more effectively detect edge case faults; notably when evaluating the complex scenario. Procedural/manual testing found to be stronger in contextual reasoning and for safety critical interpretation. Overall, this research concludes that AI-generated testing is a complement to procedural/manual testing methods not a replacement. The results support a "hybrid" testing approach for modern software testing and quality assurance.
Keywords
Artificial Intelligence,GPT-4; Software Testing; Test Case Generation; Scenario-Driven Testing; Quality Assurance
Speaker
Rawan Habarneh
zarqa university

Post comments
Verification Code Change Another
All comments
Important Dates

  • Conference date

    12-29

    2025

    -

    12-31

    2025

  • 12-30 2025

    Presentation submission deadline

  • 02-10 2026

    Draft paper submission deadline

  • 02-10 2026

    Registration deadline

Sponsored By

United Societies of Science

Organized By

扎尔卡大学

Contact info
Previous Conferences
请输入有效的邮箱地址
© Copyright 2024 USS - the United Societies of Science - All rights reserved. The USS website is developed and maintained by BoomSCI limited.
×

USS WeChat Official Account

USSsociety

Please scan the QR code to follow
the wechat official account.