Master Thesis: Modern software development relies on automated testing to detect defects and support

Teknik, data och digitalt · Mjukvaru- och webbutveckling · Mjukvaruutveckling · Datavetenskap

I korthet

This Master Thesis project in Linköping, Sweden, focuses on leveraging Large Language Models (LLMs) to enhance mutation testing in modern software development. The goal is to design and evaluate a prototype that uses LLMs to improve mutation generation, prioritization, and analysis, ultimately increasing test effectiveness and reducing computational costs.

Ansvarsområden

Review research on mutation testing, large language models, and automated software testing.
Investigate how language models can generate realistic mutations, prioritize mutants, or analyze mutation-testing results.
Develop and evaluate a prototype on selected open-source software projects.
Compare the approach with a conventional mutation-testing method.
Measure mutation quality, defect-detection capability, execution time, and computational cost.
Analyze the reliability, reproducibility, and limitations of the results.

Krav

Master’s students in computer science
Relevant experience in software testing and LLMs is preferred.

Önskade kvalifikationer

The final scope may focus on one primary aspect of mutation testing, such as mutation generation, mutant prioritization, equivalent-mutant analysis, or the explanation of surviving mutants.
The thesis should distinguish between improvements caused by the language model and those caused by the surrounding testing workflow.

Förmåner

Outstanding opportunity to use skills and imagination to push boundaries.
Build solutions to tough problems.
Be challenged in a supportive team environment.
Join a team of diverse innovators.
Work with a company that champions diversity and inclusion.

Färdigheter

Artificial IntelligenceAnalysisC++AlgorithmsAgileAcademic WritingAPIArduino Software5GArchitectureMutation TestingLarge Language ModelsAutomated Software Testing

#Master Thesis#Software Development#Automated Testing#Defect Detection#Frequent Delivery#Test Coverage#Mutation Testing#Large Language Models#AI#Software Engineering#Research#Prototyping#Open-Source Software#Computer Science#Sweden

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