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This paper explores the effectiveness of modular randomized testing for object oriented programs in Java. Modular testing involves testing individual components of a program in isolation. Often times, for effective test generation, a series…

Software Engineering · Computer Science 2026-05-06 Elizabeth Dinella

Unit testing is essential for ensuring software reliability and correctness. Classic Search-Based Software Testing (SBST) methods and concolic execution-based approaches for generating unit tests often fail to achieve high coverage due to…

Software Engineering · Computer Science 2025-09-30 Bei Chu , Yang Feng , Kui Liu , Hange Shi , Zifan Nan , Zhaoqiang Guo , Baowen Xu

Healthcare Internet of Things (IoT) applications require rigorous testing to ensure their dependability. Such applications are typically integrated with various third-party healthcare applications and medical devices through REST APIs. This…

Software Engineering · Computer Science 2023-09-11 Hassan Sartaj , Shaukat Ali , Tao Yue , Kjetil Moberg

The rapid evolution of Large Language Models (LLMs) has strongly impacted software engineering, leading to a growing number of studies on automated unit test generation. However, the standalone use of LLMs without post-processing has proven…

Software Engineering · Computer Science 2026-01-15 Michael Konstantinou , Renzo Degiovanni , Mike Papadakis

Code coverage analysis has been widely adopted in the continuous integration of open-source and industry software repositories to monitor the adequacy of regression test suites. However, computing code coverage can be costly, introducing…

Software Engineering · Computer Science 2024-10-30 Jiale Amber Wang , Kaiyuan Wang , Pengyu Nie

Unit testing is an essential activity in software development for verifying the correctness of software components. However, manually writing unit tests is challenging and time-consuming. The emergence of Large Language Models (LLMs) offers…

Software Engineering · Computer Science 2024-09-26 Lin Yang , Chen Yang , Shutao Gao , Weijing Wang , Bo Wang , Qihao Zhu , Xiao Chu , Jianyi Zhou , Guangtai Liang , Qianxiang Wang , Junjie Chen

Modern software is increasingly built by composing APIs, elevating the API contract to a critical role. Inadequate contracts, however, lead to mismatched expectations and failures, creating a pressing need for robust conformance testing.…

Software Engineering · Computer Science 2025-10-23 S M Sadrul Islam Asif , James Chen , Earl T. Barr , Mark Marron

Research in the area of automated test generation has seen remarkable progress in recent years, resulting in several approaches and tools for effective and efficient generation of test cases. In particular, the EvoSuite tool has been at the…

Software Engineering · Computer Science 2025-01-17 Fitsum Kifetew , Davide Prandi , Angelo Susi

We present RepoST, a scalable method to construct environments that provide execution feedback for repository-level code generation for both training and evaluation. Unlike existing works that aim to build entire repositories for execution,…

Computation and Language · Computer Science 2025-03-11 Yiqing Xie , Alex Xie , Divyanshu Sheth , Pengfei Liu , Daniel Fried , Carolyn Rose

The Model Context Protocol (MCP) is emerging as a standard interface through which LLM agents invoke external tools, and a growing ecosystem of MCP servers now mediates access to vendor services. Most of these servers target vendors that…

Software Engineering · Computer Science 2026-04-08 Meriem Mastouri , Emna Ksontini , Amine Barrak , Wael Kessentini

Testing is an essential part of software development. Test generation tools attempt to automate the otherwise labor-intensive task of test creation, but generating high-coverage tests remains challenging. This paper proposes CoverUp, a…

Software Engineering · Computer Science 2025-05-12 Juan Altmayer Pizzorno , Emery D. Berger

Automated test techniques usually generate unit tests with higher code coverage than manual tests. However, the readability of automated tests is crucial for code comprehension and maintenance. The readability of unit tests involves many…

Software Engineering · Computer Science 2024-08-20 Zhichao Zhou , Yutian Tang , Yun Lin , Jingzhu He

Large language models (LLMs) for code are increasingly used in software development, but they remain static after pretraining while APIs and software libraries continue to evolve. Model editing offers a lightweight alternative to retraining…

Software Engineering · Computer Science 2026-05-11 Vinaik Chhetri , Moghis Fereidouni , A. B Siddique , Umar Farooq

Context. Microservice-based systems have gained significant attention over the past years. A critical factor for understanding and analyzing the behavior of these systems is the collection of monitoring data such as logs, metrics, and…

Software Engineering · Computer Science 2025-04-17 Alexander Bakhtin , Jesse Nyyssölä , Yuqing Wang , Noman Ahmad , Ke Ping , Matteo Esposito , Mika Mäntylä , Davide Taibi

Software testing is an essential part of the software development cycle to improve the code quality. Typically, a unit test consists of a test prefix and a test oracle which captures the developer's intended behaviour. A known limitation of…

Software Engineering · Computer Science 2024-10-29 Michael Konstantinou , Renzo Degiovanni , Mike Papadakis

Automatically generating source code from natural language descriptions has been a growing field of research in recent years. However, current large-scale code generation models often encounter difficulties when selecting appropriate APIs…

Software Engineering · Computer Science 2023-09-12 Kechi Zhang , Huangzhao Zhang , Ge Li , Jia Li , Zhuo Li , Zhi Jin

Large language models (LLMs) can autonomously conduct multi-stage cyber attacks, but the consistency of their offensive behavior under repeated trials remains unstudied. This work presents the first large-scale empirical measurement of LLM…

Cryptography and Security · Computer Science 2026-05-29 Galip Tolga Erdem

REST APIs are widely used in industry, in all different kinds of domains. An example is Volkswagen AG, a German automobile manufacturer. Established testing approaches for REST APIs are time consuming, and require expertise from…

Software Engineering · Computer Science 2026-04-03 Andrea Arcuri , Alexander Poth , Olsi Rrjolli , Philip Garrett , Juan P. Galeotti

RESTful APIs based on HTTP are one of the most important ways to make data and functionality available to applications and software services. However, the quality of the API design strongly impacts API understandability and usability, and…

Software Engineering · Computer Science 2024-09-12 Justus Bogner , Sebastian Kotstein , Daniel Abajirov , Timothy Ernst , Manuel Merkel

Modern web applications rely heavily on client-side API calls to fetch data, render content, and communicate with backend services. However, the quality of these network interactions (redundant requests, missing cache headers, oversized…

Software Engineering · Computer Science 2026-02-19 Ali Hassaan Mughal , Muhammad Bilal , Noor Fatima