A Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs

M Kim, T Stennett, S Sinha, A Orso - arxiv preprint arxiv:2411.07098, 2024 - arxiv.org
As modern web services increasingly rely on REST APIs, their thorough testing has become
crucial. Furthermore, the advent of REST API specifications such as the OpenAPI …

[HTML][HTML] The IDL tool suite: Specifying and analyzing inter-parameter dependencies in web APIs

S Barakat, A Martin-Lopez, C Müller, S Segura… - SoftwareX, 2025 - Elsevier
Web APIs may include inter-parameter dependencies that limit how input parameters can be
combined to call services correctly. These dependencies are extremely common, appearing …

Automating a Complete Software Test Process Using LLMs: An Automotive Case Study

S Wang, Y Yu, R Feldt, D Parthasarathy - arxiv preprint arxiv:2502.04008, 2025 - arxiv.org
Vehicle API testing verifies whether the interactions between a vehicle's internal systems
and external applications meet expectations, ensuring that users can access and control …

Search+ LLM-based testing for ARM simulators

K Even-Mendoza, HD Menéndez, W Langdon… - 2025 - discovery.ucl.ac.uk
In order to aid quality assurance of large complex hardware architectures, system simulators
have been developed. However, such system simulators do not always accurately mirror …

Using LLM for Mining and Testing Constraints in API Testing

H Huynh, QT Le, TN Nguyen, V Nguyen - Proceedings of the 39th IEEE …, 2024 - dl.acm.org
Testing Representational State Transfer (REST) APIs is crucial for ensuring the reliability
and performance of APIs, which are essential to modern web services. This testing process …

Search+ LLM-based Testing for ARM Simulators

BR Bruce, A Dakhama, K Even-Mendoza… - ICSE SEIP …, 2024 - kclpure.kcl.ac.uk
In order to aid quality assurance of large complex hardware architectures, system simulators
have been developed. However, such system simulators do not always accurately mirror …

Disrupting Test Development with AI Assistants

V Joshi, I Band - arxiv preprint arxiv:2411.02328, 2024 - arxiv.org
Recent advancements in large language models, including GPT-4 and its variants, and
Generative AI-assisted coding tools like GitHub Copilot, ChatGPT, and Tabnine, have …

Disrupting Test Development with AI Assistants: Building the Base of the Test Pyramid with Three AI Coding Assistants

V Joshi, I Band - Authorea Preprints, 2024 - techrxiv.org
Recent advancements in large language models, including GPT-4 and its variants, and
Generative AI-assisted coding tools like GitHub Copilot 1, ChatGPT 2, and Tabnine 3, have …