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This paper proposes a supervised machine learning approach for predicting the root cause of a given bug report. Knowing the root cause of a bug can help developers in the debugging process - either directly or indirectly by choosing proper…

Software Engineering · Computer Science 2021-03-04 Thomas Hirsch , Birgit Hofer

Developers often spend much effort and resources to debug a program. To help the developers debug, numerous information retrieval (IR)-based and spectrum-based bug localization techniques have been devised. IR-based techniques process…

Information Retrieval · Computer Science 2018-07-27 Thong Hoang , Richard J. Oentaryo , Tien-Duy B. Le , David Lo

As part of the process of resolving issues submitted by users via bug reports, Android developers attempt to reproduce and observe the failures described by the bug report. Due to the low-quality of bug reports and the complexity of modern…

Software Engineering · Computer Science 2023-01-20 Zhaoxu Zhang , Robert Winn , Yu Zhao , Tingting Yu , William G. J. Halfond

Background: Developers spend a significant amount of time and efforts to localize bugs. In the literature, many researchers proposed state-of-the-art bug localization models to help developers localize bugs easily. The practitioners, on the…

Software Engineering · Computer Science 2019-12-09 Sravya Polisetty , Andriy Miranskyy , Ayse Bener

Many users and contributors of large open-source projects report software defects or enhancement requests (known as bug reports) to the issue-tracking systems. However, they sometimes report issues that have already been reported. First,…

Software Engineering · Computer Science 2025-12-03 Clare E. Laney , Andrew Barovic , Armin Moin

As quantum computers continue to improve in quality and scale, there is a growing need for accessible software frameworks for programming them. However, the unique behavior of quantum systems means specialized approaches, beyond traditional…

Quantum Physics · Physics 2025-09-04 Nils Quetschlich , Olivia Di Matteo

A major problem with user-written bug reports, indicated by developers and documented by researchers, is the (lack of high) quality of the reported steps to reproduce the bugs. Low-quality steps to reproduce lead to excessive manual effort…

When a software bug is reported, developers engage in a discussion to collaboratively resolve it. While the solution is likely formulated within the discussion, it is often buried in a large amount of text, making it difficult to comprehend…

Computation and Language · Computer Science 2022-03-31 Sheena Panthaplackel , Junyi Jessy Li , Milos Gligoric , Raymond J. Mooney

Effectively managing and resolving software issues is critical for maintaining and evolving software systems. Development teams often rely on issue trackers and issue reports to track and manage the work needed during issue resolution,…

Software Engineering · Computer Science 2025-02-25 Antu Saha , Oscar Chaparro

High-quality software products rely on both well-written source code and timely detection and thorough reporting of bugs. However, some programmers view bug reports as negative assessments of their work, leading them to withhold reporting…

Software Engineering · Computer Science 2024-03-19 Vitaly Alifanov , Kamil Almetov , Ivan Kornienko , Arsen Mutalapov , Yegor Bugayenko

Software quality is an important problem for technology companies, since it substantially impacts the efficiency, usefulness, and maintainability of the final product; hence, code review is a must-do activity for software developers. During…

Social and Information Networks · Computer Science 2022-10-11 Abduljaleel Al-Rubaye , Gita Sukthankar

Quantum computing has emerged as a promising domain for the machine learning (ML) area, offering significant computational advantages over classical counterparts. With the growing interest in quantum machine learning (QML), ensuring the…

Software Engineering · Computer Science 2023-06-23 Pengzhan Zhao , Xiongfei Wu , Junjie Luo , Zhuo Li , Jianjun Zhao

One of the main challenges that developers face when testing their systems lies in engineering test cases that are good enough to reveal bugs. And while our body of knowledge on software testing and automated test case generation is already…

Software Engineering · Computer Science 2021-11-09 Maurício Aniche , Christoph Treude , Andy Zaidman

Modern software development teams are distributed across onsite and off-shore locations. Each team has developers with varying experience levels and English communication skills. In such a diverse development environment it is important to…

Software Engineering · Computer Science 2016-10-19 Amol Patwardhan

Understanding the practice of refactoring documentation is of paramount importance in academia and industry. Issue tracking systems are used by most software projects enabling developers, quality assurance, managers, and users to submit…

Software Engineering · Computer Science 2022-03-22 Eman Abdullah AlOmar , Anthony Peruma , Mohamed Wiem Mkaouer , Christian D. Newman , Ali Ouni

Software auditing is an increasingly critical task in the era of rapid code generation. While LLM-based auditors have demonstrated strong potential, their effectiveness remains limited by misalignment with the highly complex,…

Software Engineering · Computer Science 2026-04-16 Jinyao Guo , Chengpeng Wang , Dominic Deluca , Jinjie Liu , Zhuo Zhang , Xiangyu Zhang

Bug reports document unexpected behaviors in software, enabling developers to understand, validate, and fix bugs. Unfortunately, a significant portion of bug reports is of low quality, which poses challenges for developers in terms of…

Software Engineering · Computer Science 2023-12-27 Junayed Mahmud

Developer turnover is inevitable on software projects and leads to knowledge loss, a reduction in productivity, and an increase in defects. Mitigation strategies to deal with turnover tend to disrupt and increase workloads for developers.…

Software Engineering · Computer Science 2023-12-29 Fahimeh Hajari , Samaneh Malmir , Ehsan Mirsaeedi , Peter C. Rigby

Bug report management is a costly software maintenance process comprised of several challenging tasks. Given the UI-driven nature of mobile apps, bugs typically manifest through the UI, hence the identification of buggy UI screens and UI…

Software Engineering · Computer Science 2024-08-09 Antu Saha , Yang Song , Junayed Mahmud , Ying Zhou , Kevin Moran , Oscar Chaparro

Duplicate bug reports make up 42% of all reports in bug tracking systems (e.g., Bugzilla), causing significant maintenance overhead. Hence, detecting and resolving duplicate bug reports is essential for effective issue management.…

Software Engineering · Computer Science 2025-03-25 Usmi Mukherjee , Mohammad Masudur Rahman