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Related papers: AutoRestTest: A Tool for Automated REST API Testin…

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LLM-based tool agents offer natural language interfaces, enabling users to seamlessly interact with computing services. While REST APIs are valuable resources for building such agents, they must first be transformed into AI-compatible…

Machine Learning · Computer Science 2025-01-29 Xinyi Ni , Qiuyang Wang , Yukun Zhang , Pengyu Hong

REST APIs enable collaboration among microservices. A single fault in a REST API can bring down the entire microservice system and cause significant financial losses, underscoring the importance of REST API testing. Effectively testing REST…

Software Engineering · Computer Science 2026-04-10 Ding Yang , Ruixiang Qian , Zhao Wei , Zhenyu Chen , Chunrong Fang

Autonomous vehicles are complex systems that are challenging to test and debug. A requirements-driven approach to the development process can decrease the resources required to design and test these systems, while simultaneously increasing…

Robotics · Computer Science 2019-08-06 Cumhur Erkan Tuncali , Georgios Fainekos , Danil Prokhorov , Hisahiro Ito , James Kapinski

Intelligent assistants powered by Large Language Models (LLMs) can generate program and test code with high accuracy, boosting developers' and testers' productivity. However, there is a lack of studies exploring LLMs for testing Web APIs,…

Software Engineering · Computer Science 2024-09-09 André Pereira , Bruno Lima , João Pascoal Faria

Automated test generation has become a key technique for ensuring software quality, particularly in modern API-based architectures. However, automatically generated test cases are typically assigned non-descriptive names (e.g., test0,…

Software Engineering · Computer Science 2025-12-02 Philip Garrett , Juan P. Galeotti , Andrea Arcuri , Alexander Poth , Olsi Rrjolli

By integrating tools from external APIs, Large Language Models (LLMs) have expanded their promising capabilities in a diverse spectrum of complex real-world tasks. However, testing, evaluation, and analysis of LLM tool use remain in their…

Software Engineering · Computer Science 2025-12-03 Yuheng Huang , Jiayang Song , Da Song , Zhenlan Ji , Wenhan Wang , Shuai Wang , Lei Ma

Large Language Models (LLMs) are increasingly used to support software testing tasks, yet there is little evidence of their effectiveness for REST API testing in industrial settings. To address this gap, we replicate our earlier work on…

Software Engineering · Computer Science 2026-01-27 Tolgahan Bardakci , Andreas Faes , Mutlu Beyazit , Serge Demeyr

Cloud high quality API (Application Programming Interface) testing is essential for supporting the API economy. Autotest is a random test generator that addresses this need. It reads the API specification and deduces a model used in the…

Software Engineering · Computer Science 2022-11-08 Eitan Farchi , Krithika Prakash , Vitali Sokhin

Automatically crafting test scenarios for REST APIs helps deliver more reliable and trustworthy web-oriented systems. However, current black-box testing approaches rely heavily on the information available in the API's formal documentation,…

Software Engineering · Computer Science 2024-08-19 Davide Corradini , Zeno Montolli , Michele Pasqua , Mariano Ceccato

In modern automotive development, security testing is critical for safeguarding systems against increasingly advanced threats. Attack trees are widely used to systematically represent potential attack vectors, but generating comprehensive…

Cryptography and Security · Computer Science 2025-11-04 Tanmay Khule , Stefan Marksteiner , Jose Alguindigue , Hannes Fuchs , Sebastian Fischmeister , Apurva Narayan

In industry, RESTful APIs are widely used to build modern Cloud Applications. Testing them is challenging, because not only they rely on network communications, but also they deal with external services like databases. Therefore, there has…

Software Engineering · Computer Science 2023-01-02 Amid Golmohammadi , Man Zhang , Andrea Arcuri

Test coverage is a standard measure used to evaluate the completeness of a test suite. Coverage is typically computed on source code, by assessing the extent of source code entities (e.g., statements, data dependencies, control…

Software Engineering · Computer Science 2021-08-19 Davide Corradini , Amedeo Zampieri , Michele Pasqua , Mariano Ceccato

Large Language Models (LLMs) have witnessed remarkable advancements in recent years, prompting the exploration of tool learning, which integrates LLMs with external tools to address diverse real-world challenges. Assessing the capability of…

Computation and Language · Computer Science 2025-03-06 Zhicheng Guo , Sijie Cheng , Hao Wang , Shihao Liang , Yujia Qin , Peng Li , Zhiyuan Liu , Maosong Sun , Yang Liu

Web services often impose inter-parameter dependencies that restrict the way in which two or more input parameters can be combined to form valid calls to the service. Unfortunately, current specification languages for web services like the…

Software Engineering · Computer Science 2020-05-08 Alberto Martin-Lopez , Sergio Segura , Carlos Müller , Antonio Ruiz-Cortés

Nowadays, web services play a major role in the development of enterprise applications. Many such applications are now developed using a service-oriented architecture (SOA), where microservices is one of its most popular kind. A RESTful web…

Software Engineering · Computer Science 2019-01-08 Andrea Arcuri

Many cloud services provide REST API accessible to client applications. However, developers often identify specification violations only during testing, as error messages typically lack the detail necessary for effective diagnosis.…

Software Engineering · Computer Science 2025-10-30 Katsuki Yamagishi , Norihiro Yoshida , Erina Makihara , Katsuro Inoue

Automated software testing has significant potential to enhance efficiency and reliability within software development processes. However, its broader adoption faces considerable challenges, particularly concerning alignment between test…

Software Engineering · Computer Science 2025-08-26 Fanyu Wang , Chetan Arora , Chakkrit Tantithamthavorn , Kaicheng Huang , Aldeida Aleti

Large language models (LLMs) have limitations in handling tasks that require real-time access to external APIs. While several benchmarks like ToolBench and APIGen have been developed to assess LLMs' API-use capabilities, they often suffer…

Artificial Intelligence · Computer Science 2024-09-25 Woojeong Kim , Ashish Jagmohan , Aditya Vempaty

RESTful APIs are arguably the most popular endpoints for accessing Web services. Blackbox testing is one of the emerging techniques for ensuring the reliability of RESTful APIs. The major challenge in testing RESTful APIs is the need for…

Software Engineering · Computer Science 2022-06-28 Yi Liu , Yuekang Li , Gelei Deng , Yang Liu , Ruiyuan Wan , Runchao Wu , Dandan Ji , Shiheng Xu , Minli Bao

REpresentation State Transfer (REST) is an architectural style for designing web applications that enable scalable, stateless communication between clients and servers via common HTTP techniques. Web APIs that employ the REST style are…

Software Engineering · Computer Science 2025-04-24 Sida Deng , Rubing Huang , Man Zhang , Chenhui Cui , Dave Towey , Rongcun Wang