METHODS OF GENERATING TEST DATA IN JSON FORMAT: MODEL-FREE APPROACH

Authors

DOI:

https://doi.org/10.30888/2663-5712.2026-35-01-062

Keywords:

formation, test data, JSON format, model-free approach.

Abstract

The article is devoted to the study of methods for generating test data in the JSON structure for performing automated API tests in a model-free manner. A common data sampling method SampleSelector is proposed, which allows for efficient sampling without

References

Pavlenko I., Boiko O., Mykolaiets D., Moskalenko O., Shrol T. Advances in STEM education and the evolution of game technologies in Ukrainian educational settings // Multidisciplinary Reviews. - 2024. - Vol. 7. - P. 2024spe007. - https://doi.org/10.31893/multirev.2024spe007. (in English)

Pasichnyi R., Serhieiev V., Shevchenko S., Petrukha N., Hryvnak B. Digital transformation of higher education as a driver of Ukraine's integration into the European educational space // Cadernos De Educação Tecnologia E Sociedade. - 2024. - Vol. 17, No. se4. - P. 232–245. - https://doi.org/10.14571/brajets.v17.nse4.232-245. (in English)

Yang R., Xu X., Wang R. TestLoter: A logic-driven framework for automated unit test generation and error repair using large language models // Computer Languages. - 2025. - https://doi.org/10.1016/j.cola.2025.101348. (in English)

Langerak AJ, Frasincar F., Klinkhamer J. JAL: An algebra for JSON query optimization // World Wide Web. - 2025. - Vol. 28, No. 3. - https://doi.org/10.1007/s11280-025-01336-0. (in English)

Cui B., Qu R., Zhang J. JustinANN: Realistic Test Generation for Java Programs Driven by Annotations // arXiv. - 2025. - https://doi.org/10.48550/arXiv.2505.05715. (in English)

Senthil Kumar T., Jayapradha J., Roslee MB, Shaik H. API-GEN: Accelerator Tool for Generation of REST APIs // 2025 IEEE International Conference on Information Technology and Knowledge Discovery. - 2025. - https://doi.org/10.1109/ITIKD63574.2025.11004961. (in English)

Chang H.-F., Shirazi MS A Systematic Approach for Assessing Large Language Models' Test Case Generation Capability // arXiv. - 2025. - https://doi.org/10.48550/arXiv.2502.02866. (in English)

Krodinger L., Lukasczyk S., Fraser G. Combining Type Inference and Automated Unit Test Generation for Python // arXiv. - 2025. - https://doi.org/10.48550/arXiv.2507.01477. (in English)

Srinivasan M., Abdel J. GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models // arXiv. - 2025. - https://doi.org/10.48550/arXiv.2506.03024. (in English)

Kim SY, Kim S. Generalizability Theory Approach to Analyzing Automated-Item Generated Test Forms // Educational Measurement: Issues and Practice. - 2025. - https://doi.org/10.1111/emip.12671. (in English)

Published

2026-01-30

How to Cite

Горщар, К. (2026). METHODS OF GENERATING TEST DATA IN JSON FORMAT: MODEL-FREE APPROACH. SWorldJournal, 1(35-01), 164–173. https://doi.org/10.30888/2663-5712.2026-35-01-062

Issue

Section

Articles