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Bug reports are a popular target for natural language processing (NLP). However, bug reports often contain artifacts such as code snippets, log outputs and stack traces. These artifacts not only inflate the bug reports with noise, but often…

Software Engineering · Computer Science 2021-10-05 Thomas Hirsch , Birgit Hofer

Automatically localizing software bugs to the changesets that induced them has the potential to improve software developer efficiency and to positively affect software quality. To facilitate this automation, a bug report has to be…

Software Engineering · Computer Science 2022-04-12 Agnieszka Ciborowska , Kostadin Damevski

Often, the first step in managing bug reports is related to triaging a bug to the appropriate developer who is best suited to understand, localize, and fix the target bug. Additionally, assigning a given bug to a particular part of a…

Software Engineering · Computer Science 2023-10-12 Atish Kumar Dipongkor , Kevin Moran

Software companies spend over 45 percent of cost in dealing with software bugs. An inevitable step of fixing bugs is bug triage, which aims to correctly assign a developer to a new bug. To decrease the time cost in manual work, text…

Software Engineering · Computer Science 2017-04-18 Jifeng Xuan , He Jiang , Yan Hu , Zhilei Ren , Weiqin Zou , Zhongxuan Luo , Xindong Wu

Summarizing software artifacts is an important task that has been thoroughly researched. For evaluating software summarization approaches, human judgment is still the most trusted evaluation. However, it is time-consuming and fatiguing for…

Software Engineering · Computer Science 2024-09-04 Abhishek Kumar , Sonia Haiduc , Partha Pratim Das , Partha Pratim Chakrabarti

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…

Software Engineering · Computer Science 2019-09-04 Yuxiang Zhu , Minxue Pan , Yu Pei , Tian Zhang

Modern version control systems such as Git or SVN include bug tracking mechanisms, through which developers can highlight the presence of bugs through bug reports, i.e., textual descriptions reporting the problem and what are the steps that…

Software Engineering · Computer Science 2019-07-26 Gemma Catolino , Fabio Palomba , Andy Zaidman , Filomena Ferrucci

Bug localization aims to reduce debugging time by recommending program elements that are relevant for a specific bug report. To date, researchers have primarily addressed this problem by applying different information retrieval techniques…

Software Engineering · Computer Science 2022-03-08 Agnieszka Ciborowska , Michael J. Decker , Kostadin Damevski

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

Modern open source software development heavily relies on the issue tracking systems to manage their feature requests, bug reports, tasks, and other similar artifacts. Together, those "issues" form a complex network with links to each…

Software Engineering · Computer Science 2021-08-11 Alexander Nicholson , Jin L. C. Guo

In software engineering practice, fixing a bug promptly reduces the associated costs. On the other hand, the manual bug fixing process can be time-consuming, cumbersome, and error-prone. In this work, we introduce a bug triaging method,…

Software Engineering · Computer Science 2021-06-17 Hadi Jahanshahi , Kritika Chhabra , Mucahit Cevik , Ayşe Başar

The exercise of detecting similar bug reports in bug tracking systems is known as duplicate bug report detection. Having prior knowledge of a bug report's existence reduces efforts put into debugging problems and identifying the root cause.…

Software Engineering · Computer Science 2023-11-15 Avinash Patil , Aryan Jadon

Automatically fixing software bugs is a challenging task. While recent work showed that natural language context is useful in guiding bug-fixing models, the approach required prompting developers to provide this context, which was simulated…

Software Engineering · Computer Science 2022-11-14 Sheena Panthaplackel , Milos Gligoric , Junyi Jessy Li , Raymond J. Mooney

Automated issue fixing is a critical task in software debugging and has recently garnered significant attention from academia and industry. However, existing fixing techniques predominantly focus on the repair phase, often overlooking the…

Software Engineering · Computer Science 2025-02-24 Jianming Chang , Xin Zhou , Lulu Wang , David Lo , Bixin Li

Large language models have shown good potential in supporting software development tasks. This is why more and more developers turn to LLMs (e.g. ChatGPT) to support them in fixing their buggy code. While this can save time and effort, many…

Software Engineering · Computer Science 2024-09-06 Yacine Majdoub , Eya Ben Charrada

Today, software systems have a significant role in various domains among which are healthcare, entertainment, transport and logistics, and many more. It is only natural that with this increasing dependency on software, the number of…

Software Engineering · Computer Science 2022-12-23 Filip Zamfirov

Large Language Model (LLM) - based Automated Program Repair (APR) systems are increasingly integrated into modern software development workflows, offering automated patches in response to natural language bug reports. However, this reliance…

Software Engineering · Computer Science 2026-05-26 Piotr Przymus , Andreas Happe , Jürgen Cito

Software development projects rely on issue tracking systems at the core of tracking maintenance tasks such as bug reports, and enhancement requests. Incoming issue-reports on these issue tracking systems must be managed in an effective…

Software Engineering · Computer Science 2023-09-01 Anas Nadeem , Muhammad Usman Sarwar , Muhammad Zubair Malik

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

Lately, software development has become a predominantly online process, as more teams host and monitor their projects remotely. Sophisticated approaches employ issue tracking systems like Jira, predicting the time required to resolve issues…

Software Engineering · Computer Science 2026-01-16 Dimitrios-Nikitas Nastos , Themistoklis Diamantopoulos , Davide Tosi , Martina Tropeano , Andreas L. Symeonidis