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The 2019 edition of Stack Overflow developer survey highlights that, for the first time, Python outperformed Java in terms of popularity. The gap between Python and Java further widened in the 2020 edition of the survey. Unfortunately,…

Understanding how software defects manifest and evolve in production environments is critical for improving reliability. While previous research has largely focused on pre-release defects, the nature of residual faults, i.e., those escaping…

Software Engineering · Computer Science 2026-04-30 Domenico Cotroneo , Giuseppe De Rosa , Cristina Improta , Benedetta Gaia Varriale

Among the many different kinds of program repair techniques, one widely studied family of techniques is called test suite based repair. Test-suites are in essence input-output specifications and are therefore typically inadequate for…

Software Engineering · Computer Science 2017-03-02 Zhongxing Yu , Matias Martinez , Benjamin Danglot , Thomas Durieux , Martin Monperrus

Modern programming languages like Java require runtime systems to support the implementation and deployment of software applications in diverse computing platforms and operating systems. These runtime systems are normally developed in…

Software Engineering · Computer Science 2023-10-25 Salma Begum Tamanna , Gias Uddin , Lan Xia , Longyu Zhang

In the past decade, research on test-suite-based automatic program repair has grown significantly. Each year, new approaches and implementations are featured in major software engineering venues. However, most of those approaches are…

Software Engineering · Computer Science 2019-05-29 Thomas Durieux , Fernanda Madeiral , Matias Martinez , Rui Abreu

The context of this work is specification, detection and ultimately removal of detectable harmful patterns in source code that are associated with defects in design and implementation of software. In particular, we investigate five code…

Software Engineering · Computer Science 2017-04-03 Nicole Vavrová , Vadim Zaytsev

Resolving issues on code repositories is an important part of software engineering. Various recent systems automatically resolve issues using large language models and agents, often with impressive performance. Unfortunately, most of these…

Software Engineering · Computer Science 2026-03-13 Jatin Ganhotra , Sami Serhan , Antonio Abu Nassar , Avraham Shinnar , Ziv Nevo , Martin Hirzel

Context: Test-driven development (TDD) is a widely employed software development practice that involves developing test cases based on requirements prior to writing the code. Although various methods for automated test case generation have…

Software Engineering · Computer Science 2025-04-02 Saranya Alagarsamy , Chakkrit Tantithamthavorn , Wannita Takerngsaksiri , Chetan Arora , Aldeida Aleti

Ensuring the quality of software systems through testing is essential, yet maintaining test cases poses significant challenges and costs. The need for frequent updates to align with the evolving system under test often entails high…

Software Engineering · Computer Science 2025-02-17 Ahmadreza Saboor Yaraghi , Darren Holden , Nafiseh Kahani , Lionel Briand

Suboptimal code is prevalent in software systems. Developers often write low-quality code due to factors like technical knowledge gaps, insufficient experience, time pressure, management decisions, or personal factors. Once integrated, the…

Software Engineering · Computer Science 2025-11-11 In-on Wiratsin , Chaiyong Ragkhitwetsagul , Matheus Paixao , Denis De Sousa , Pongpop Lapvikai , Peter Haddawy

Automated tools for solving GitHub issues are receiving significant attention by both researchers and practitioners, e.g., in the form of foundation models and LLM-based agents prompted with issues. A crucial step toward successfully…

Software Engineering · Computer Science 2026-01-06 Noor Nashid , Islem Bouzenia , Michael Pradel , Ali Mesbah

We present JAttack, a framework that enables template-based testing for compilers. Using JAttack, a developer writes a template program that describes a set of programs to be generated and given as test inputs to a compiler. Such a…

Programming Languages · Computer Science 2022-09-13 Zhiqiang Zang , Nathan Wiatrek , Milos Gligoric , August Shi

Tests can be useful towards resolving issues on code repositories. However, relying too much on tests for issue resolution can lead to code that technically passes observed tests but actually misses important cases or even breaks…

Software Engineering · Computer Science 2026-04-06 Toufique Ahmed , Jatin Ganhotra , Avraham Shinnar , Martin Hirzel

With the growing reliance on automated code completion tools in software development, the need for comprehensive evaluation benchmarks has become critical. Existing benchmarks focus more on code completion in function and class level by…

Software Engineering · Computer Science 2025-11-03 Qinyun Wu , Chao Peng , Pengfei Gao , Ruida Hu , Haoyu Gan , Bo Jiang , Jinhe Tang , Zhiwen Deng , Zhanming Guan , Cuiyun Gao , Xia Liu , Ping Yang

Unlike most other software quality attributes, testability cannot be evaluated solely based on the characteristics of the source code. The effectiveness of the test suite and the budget assigned to the test highly impact the testability of…

Software Engineering · Computer Science 2022-08-25 Morteza Zakeri-Nasrabadi , Saeed Parsa

Test-based automated program repair has been a prolific field of research in software engineering in the last decade. Many approaches have indeed been proposed, which leverage test suites as a weak, but affordable, approximation to program…

In software testing, a set of test cases is constructed according to some predefined selection criteria. The software is then examined against these test cases. Three interesting observations have been made on the current artifacts of…

Software Engineering · Computer Science 2020-03-02 T. Y. Chen , S. C. Cheung , S. M. Yiu

Automated test case generation is important. However, the automatically generated test input does not always make sense, and the automated assertion is difficult to validate against the program under test. In this paper, we propose…

Software Engineering · Computer Science 2025-05-12 Baoquan Cui , Rong Qu , Jian Zhang

Mutation testing is a well-studied method for increasing the quality of a test suite. We designed LittleDarwin as a mutation testing framework able to cope with large and complex Java software systems, while still being easily extensible…

Software Engineering · Computer Science 2017-07-06 Ali Parsai , Alessandro Murgia , Serge Demeyer

The number of vulnerabilities reported in open source software has increased substantially in recent years. Security patches provide the necessary measures to protect software from attacks and vulnerabilities. In practice, it is difficult…

Software Engineering · Computer Science 2024-01-17 Zhiyuan Pan , Xing Hu , Xin Xia , Xian Zhan , David Lo , Xiaohu Yang