Automated Black-Box Testing: A Comparative Study of LLM Agent Architectures and Prompt Engineering

Arnaudo, Anna, Van-Thanh Nguyen, Enrico Chen, Xiaoning Ma, XiaoQuan Ji, Minh-Thai Mai

Open source

DOI
10.5281/zenodo.18999791
Published
2026
Container
Not recorded
Publisher
Zenodo
Open access
yes

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BibTeX

@article{allodium:10.5281/zenodo.18999791,
  title = {Automated Black-Box Testing: A Comparative Study of LLM Agent Architectures and Prompt Engineering},
  author = {Arnaudo, Anna and Van-Thanh Nguyen and Enrico Chen and Xiaoning Ma and XiaoQuan Ji and Minh-Thai Mai},
  year = {2026},
  doi = {10.5281/zenodo.18999791},
  url = {https://doi.org/10.5281/zenodo.18999791}
}

RIS

TY  - JOUR
TI  - Automated Black-Box Testing: A Comparative Study of LLM Agent Architectures and Prompt Engineering
AU  - Arnaudo, Anna
AU  - Van-Thanh Nguyen
AU  - Enrico Chen
AU  - Xiaoning Ma
AU  - XiaoQuan Ji
AU  - Minh-Thai Mai
PY  - 2026
DO  - 10.5281/zenodo.18999791
UR  - https://doi.org/10.5281/zenodo.18999791
ER  - 

APA

Anna, A., Nguyen, V., Chen, E., Ma, X., Ji, X., & Mai, M. (2026). Automated Black-Box Testing: A Comparative Study of LLM Agent Architectures and Prompt Engineering. https://doi.org/10.5281/zenodo.18999791

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