Unit Testing Past vs. Present: Examining LLMs' Impact on Defect Detection and Efficiency
Fuente:
arXiv
Saved in:
| Main Authors: | Ramler, Rudolf, Straubinger, Philipp, Plösch, Reinhold, Winkler, Dietmar |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Investigating the Readability of Test Code: Combining Scientific and Practical Views
by: Winkler, Dietmar, et al.
Published: (2024)
by: Winkler, Dietmar, et al.
Published: (2024)
Engaging Developers in Exploratory Unit Testing through Gamification
by: Straubinger, Philipp, et al.
Published: (2024)
by: Straubinger, Philipp, et al.
Published: (2024)
IntelliGame in Action: An Experience Report on Gamifying JavaScript Unit Tests
by: Straubinger, Philipp, et al.
Published: (2024)
by: Straubinger, Philipp, et al.
Published: (2024)
Gamifying a Software Testing Course with Continuous Integration
by: Straubinger, Philipp, et al.
Published: (2024)
by: Straubinger, Philipp, et al.
Published: (2024)
Towards Automatic Generation of Amplified Regression Test Oracles
by: Duque-Torres, Alejandra, et al.
Published: (2023)
by: Duque-Torres, Alejandra, et al.
Published: (2023)
Teaching Loop Testing to Young Learners with the Code Critters Mutation Testing Game
by: Straubinger, Philipp, et al.
Published: (2025)
by: Straubinger, Philipp, et al.
Published: (2025)
Sojourner under Sabotage: A Serious Testing and Debugging Game
by: Straubinger, Philipp, et al.
Published: (2025)
by: Straubinger, Philipp, et al.
Published: (2025)
Teaching Software Testing and Debugging with the Serious Game Sojourner under Sabotage
by: Straubinger, Philipp, et al.
Published: (2025)
by: Straubinger, Philipp, et al.
Published: (2025)
Engaging Young Learners with Testing Using the Code Critters Mutation Game
by: Straubinger, Philipp, et al.
Published: (2024)
by: Straubinger, Philipp, et al.
Published: (2024)
An IDE Plugin for Gamified Continuous Integration
by: Straubinger, Philipp, et al.
Published: (2024)
by: Straubinger, Philipp, et al.
Published: (2024)
Mutation Testing via Iterative Large Language Model-Driven Scientific Debugging
by: Straubinger, Philipp, et al.
Published: (2025)
by: Straubinger, Philipp, et al.
Published: (2025)
Gamifying Testing in IntelliJ: A Replicability Study
by: Straubinger, Philipp, et al.
Published: (2025)
by: Straubinger, Philipp, et al.
Published: (2025)
An Empirical Evaluation of Manually Created Equivalent Mutants
by: Straubinger, Philipp, et al.
Published: (2024)
by: Straubinger, Philipp, et al.
Published: (2024)
Acknowledging Good Java Code with Code Perfumes
by: Straubinger, Philipp, et al.
Published: (2024)
by: Straubinger, Philipp, et al.
Published: (2024)
A Survey on Feedback Types in Automated Programming Assessment Systems
by: Frankford, Eduard, et al.
Published: (2025)
by: Frankford, Eduard, et al.
Published: (2025)
Contemporary Software Modernization: Perspectives and Challenges to Deal with Legacy Systems
by: Assunção, Wesley K. G., et al.
Published: (2024)
by: Assunção, Wesley K. G., et al.
Published: (2024)
Test vs Mutant: Adversarial LLM Agents for Robust Unit Test Generation
by: Chang, Pengyu, et al.
Published: (2026)
by: Chang, Pengyu, et al.
Published: (2026)
How Industry Tackles Anomalies during Runtime: Approaches and Key Monitoring Parameters
by: Steidl, Monika, et al.
Published: (2024)
by: Steidl, Monika, et al.
Published: (2024)
The Visual Debugger: Past, Present, and Future
by: Kräuter, Tim, et al.
Published: (2024)
by: Kräuter, Tim, et al.
Published: (2024)
Detecting Semantic Conflicts with Unit Tests
by: Da Silva, Léuson, et al.
Published: (2023)
by: Da Silva, Léuson, et al.
Published: (2023)
The Impact of Defect (Re) Prediction on Software Testing
by: Murakami, Yukasa, et al.
Published: (2024)
by: Murakami, Yukasa, et al.
Published: (2024)
ASTER: Natural and Multi-language Unit Test Generation with LLMs
by: Pan, Rangeet, et al.
Published: (2024)
by: Pan, Rangeet, et al.
Published: (2024)
Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning
by: Wang, Xin, et al.
Published: (2025)
by: Wang, Xin, et al.
Published: (2025)
Leveraging GPT-4 for Vulnerability-Witnessing Unit Test Generation
by: Antal, Gábor, et al.
Published: (2025)
by: Antal, Gábor, et al.
Published: (2025)
PALM: Synergizing Program Analysis and LLMs to Enhance Rust Unit Test Coverage
by: Chu, Bei, et al.
Published: (2025)
by: Chu, Bei, et al.
Published: (2025)
A Brief History of the Waterfall Model: Past, Present, and Future
by: Saravanos, Antonios
Published: (2025)
by: Saravanos, Antonios
Published: (2025)
Qualitative Research Methods in Software Engineering: Past, Present, and Future
by: Seaman, Carolyn, et al.
Published: (2025)
by: Seaman, Carolyn, et al.
Published: (2025)
Test smells in LLM-Generated Unit Tests
by: Ouédraogo, Wendkûuni C., et al.
Published: (2024)
by: Ouédraogo, Wendkûuni C., et al.
Published: (2024)
Automated Unit Test Refactoring
by: Gao, Yi, et al.
Published: (2024)
by: Gao, Yi, et al.
Published: (2024)
LLMs for Automated Unit Test Generation and Assessment in Java: The AgoneTest Framework
by: Lops, Andrea, et al.
Published: (2025)
by: Lops, Andrea, et al.
Published: (2025)
TAM-Eval: Evaluating LLMs for Automated Unit Test Maintenance
by: Bruches, Elena, et al.
Published: (2026)
by: Bruches, Elena, et al.
Published: (2026)
An Empirical Study of the Impact of Test Strategies on Online Optimization for Ensemble-Learning Defect Prediction
by: Hamamoto, Kensei, et al.
Published: (2024)
by: Hamamoto, Kensei, et al.
Published: (2024)
Reflective Unit Test Generation for Precise Type Error Detection with Large Language Models
by: Yang, Chen, et al.
Published: (2025)
by: Yang, Chen, et al.
Published: (2025)
ProbTest: Unit Testing for Probabilistic Programs (Extended Version)
by: Christensen, Katrine, et al.
Published: (2025)
by: Christensen, Katrine, et al.
Published: (2025)
Taming the Beast: Fully Automated Unit Testing with Coyote C++
by: Rho, Sanghoon, et al.
Published: (2024)
by: Rho, Sanghoon, et al.
Published: (2024)
Benchmarking LLMs for Unit Test Generation from Real-World Functions
by: Huang, Dong, et al.
Published: (2025)
by: Huang, Dong, et al.
Published: (2025)
Real-World Fault Detection for C-Extended Python Projects with Automated Unit Test Generation
by: Berg, Lucas, et al.
Published: (2026)
by: Berg, Lucas, et al.
Published: (2026)
Understanding and Characterizing Mock Assertions in Unit Tests
by: Zhu, Hengcheng, et al.
Published: (2025)
by: Zhu, Hengcheng, et al.
Published: (2025)
Automatically Generating Single-Responsibility Unit Tests
by: Galindo-Gutierrez, Geraldine
Published: (2025)
by: Galindo-Gutierrez, Geraldine
Published: (2025)
YATE: The Role of Test Repair in LLM-Based Unit Test Generation
by: Konstantinou, Michael, et al.
Published: (2025)
by: Konstantinou, Michael, et al.
Published: (2025)
Similar Items
-
Investigating the Readability of Test Code: Combining Scientific and Practical Views
by: Winkler, Dietmar, et al.
Published: (2024) -
Engaging Developers in Exploratory Unit Testing through Gamification
by: Straubinger, Philipp, et al.
Published: (2024) -
IntelliGame in Action: An Experience Report on Gamifying JavaScript Unit Tests
by: Straubinger, Philipp, et al.
Published: (2024) -
Gamifying a Software Testing Course with Continuous Integration
by: Straubinger, Philipp, et al.
Published: (2024) -
Towards Automatic Generation of Amplified Regression Test Oracles
by: Duque-Torres, Alejandra, et al.
Published: (2023)