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Software defects are a major threat to the reliability of computer systems. The literature shows that more than 30% of bug reports submitted in large software projects are misclassified (i.e., are feature requests, or mistakes made by the…

软件工程 · 计算机科学 2025-03-04 Renato Andrade , César Teixeira , Nuno Laranjeiro , Marco Vieira

Bug reports provide critical insights into software quality, yet existing datasets often suffer from limited scope, outdated content, or insufficient metadata for machine learning. To address these limitations, we present GitBugs-a…

软件工程 · 计算机科学 2026-04-30 Avinash Patil , Siru Tao , Aryan Jadon

More and more users and developers are using Issue Tracking Systems (ITSs) to report issues, including bugs, feature requests, enhancement suggestions, etc. Different information, however, is gathered from users when issues are reported on…

软件工程 · 计算机科学 2019-09-04 Yuxiang Zhu , Minxue Pan , Yu Pei , Tian Zhang

Effective prioritization of issue reports is crucial in software engineering to optimize resource allocation and address critical problems promptly. However, the manual classification of issue reports for prioritization is laborious and…

软件工程 · 计算机科学 2024-01-10 Gabriel Aracena , Kyle Luster , Fabio Santos , Igor Steinmacher , Marco A. Gerosa

Managing issue reports is essential for the evolution and maintenance of software systems. However, manual issue management tasks such as triaging, prioritizing, localizing, and resolving issues are highly resource-intensive for projects…

软件工程 · 计算机科学 2025-02-10 Ahmed Adnan , Antu Saha , Oscar Chaparro

Python's dynamic typing system offers flexibility and expressiveness but can lead to type-related errors, prompting the need for automated type inference to enhance type hinting. While existing learning-based approaches show promising…

软件工程 · 计算机科学 2024-08-14 Chong Wang , Jian Zhang , Yiling Lou , Mingwei Liu , Weisong Sun , Yang Liu , Xin Peng

Context: Addressing user requests in the form of bug reports and Github issues represents a crucial task of any successful software project. However, user-submitted issue reports tend to widely differ in their quality, and developers spend…

软件工程 · 计算机科学 2021-07-22 Andrea Di Sorbo , Gerardo Canfora , Sebastiano Panichella

An issue tracker is a software tool used by organisations to interact with users and manage various aspects of the software development lifecycle. With the rise of agile methodologies, issue trackers have become popular in open and…

软件工程 · 计算机科学 2024-07-12 Lloyd Montgomery , Clara Lüders , Walid Maalej

Topic modelling is fundamentally a soft clustering problem (of known objects -- documents, over unknown clusters -- topics). That is, the task is incorrectly posed. In particular, the topic models are unstable and incomplete. All this leads…

计算与语言 · 计算机科学 2024-09-27 Alex Gorbulev , Vasiliy Alekseev , Konstantin Vorontsov

Issue assignment plays a critical role in open-source software (OSS) maintenance, which involves recommending the most suitable developers to address the reported issues. Given the high volume of issue reports in large-scale projects,…

软件工程 · 计算机科学 2025-06-11 Chunying Zhou , Xiaoyuan Xie , Gong Chen , Peng He , Bing Li

Technical debt is a metaphor indicating sub-optimal solutions implemented for short-term benefits by sacrificing the long-term maintainability and evolvability of software. A special type of technical debt is explicitly admitted by software…

软件工程 · 计算机科学 2022-02-07 Yikun Li , Mohamed Soliman , Paris Avgeriou

Organisations use issue tracking systems (ITSs) to track and document their projects' work in units called issues. This style of documentation encourages evolutionary refinement, as each issue can be independently improved, commented on,…

软件工程 · 计算机科学 2022-03-28 Lloyd Montgomery , Clara Lüders , Walid Maalej

Automated headline generation for online news articles is not a trivial task - machine generated titles need to be grammatically correct, informative, capture attention and generate search traffic without being "click baits" or "fake news".…

机器学习 · 计算机科学 2021-07-26 Cristian Anastasiu , Hanna Behnke , Sarah Lück , Viktor Malesevic , Aamna Najmi , Javier Poveda-Panter

Artificial Intelligence systems, which benefit from the availability of large-scale datasets and increasing computational power, have become effective solutions to various critical tasks, such as natural language understanding, speech…

软件工程 · 计算机科学 2023-03-20 Zhou Yang , Chenyu Wang , Jieke Shi , Thong Hoang , Pavneet Kochhar , Qinghua Lu , Zhenchang Xing , David Lo

A systems quality is a major concern for development teams when it evolve. Understanding the effects of a loss of quality in the codebase is crucial to avoid side effects like the appearance of technical debt. Although the identification of…

Since ChatGPT has emerged as a major AIGC model, providing high-quality responses across a wide range of applications (including software development and maintenance), it has attracted much interest from many individuals. ChatGPT has great…

计算与语言 · 计算机科学 2023-10-24 Arslan Akram

Software development tasks must be performed successfully to achieve software quality and customer satisfaction. Knowing whether software tasks are likely to fail is essential to ensure the success of software projects. Issue Tracking…

软件工程 · 计算机科学 2020-06-03 Sandra L. Ramírez-Mora , Hanna Oktaba , Helena Gómez-Adorno

The issue tracking system (ITS) is a rich data source for data-driven decision-making. Different characteristics of bugs, such as severity, priority, and time to fix, provide a clear picture of an ITS. Nevertheless, such information may be…

软件工程 · 计算机科学 2022-03-23 Hadi Jahanshahi , Mucahit Cevik , José Navas-Sú , Ayşe Başar , Antonio González-Torres

As software systems grow increasingly complex, ensuring security during development poses significant challenges. Traditional manual code audits are often expensive, time-intensive, and ill-suited for fast-paced workflows, while automated…

密码学与安全 · 计算机科学 2025-03-24 John Naulty , Eason Chen , Joy Wang , George Digkas , Kostas Chalkias

Issue tracking systems are commonly used in modern software development for collecting feedback from users and developers. An ultimate automation target of software maintenance is then the systematization of patch generation for…