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Related papers: Automated Duplicate Bug Report Detection in Large …

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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

About 40% of software bug reports are duplicates of one another, which pose a major overhead during software maintenance. Traditional techniques often focus on detecting duplicate bug reports that are textually similar. However, in bug…

Software Engineering · Computer Science 2022-12-21 Sigma Jahan , Mohammad Masudur Rahman

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

Large open-source projects receive a large number of issues (known as bugs), including software defect (i.e., bug) reports and new feature requests from their user and developer communities at a fast rate. The often limited project…

Software Engineering · Computer Science 2025-04-23 Riley Pierson , Armin Moin

Bug reports provide critical insights into software quality, yet existing datasets often suffer from limited scope, outdated content, or insufficient metadata for machine learning.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…

Software Engineering · Computer Science 2026-04-30 Avinash Patil , Siru Tao , Aryan Jadon

Multiple approaches have been proposed to automatically recommend potential developers who can address bug reports. These approaches are typically designed to work for any bug report submitted to any software project. However, we conjecture…

Software Engineering · Computer Science 2023-05-31 Yang Song , Oscar Chaparro

Tracking user reported bugs requires considerable engineering effort in going through many repetitive reports and assigning them to the correct teams. This paper proposes a neural architecture that can jointly (1) detect if two bug reports…

Computation and Language · Computer Science 2019-04-05 Lahari Poddar , Leonardo Neves , William Brendel , Luis Marujo , Sergey Tulyakov , Pradeep Karuturi

The same defect can be rediscovered by multiple clients, causing unplanned outages and leading to reduced customer satisfaction. In the case of popular open source software, high volume of defects is reported on a regular basis. A large…

Software Engineering · Computer Science 2017-06-14 Mefta Sadat , Ayse Basar Bener , Andriy V. Miranskyy

Bugs are prevalent in software development. To improve software quality, bugs are filed using a bug tracking system. Properties of a reported bug would consist of a headline, description, project, product, component that is affected by the…

Software Engineering · Computer Science 2020-01-29 Amit Kumar , Manohar Madanu , Hari Prakash , Lalitha Jonnavithula , Srinivasa Rao Aravilli

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

With the rapid growth of software scale and complexity, a large number of bug reports are submitted to the bug tracking system. In order to speed up defect repair, these reports need to be accurately classified so that they can be sent to…

Software Engineering · Computer Science 2022-08-03 Fanqi Meng , Xuesong Wang , Jingdong Wang , Peifang Wang

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

Background: Machine Learning (ML) systems rely on data to make predictions, the systems have many added components compared to traditional software systems such as the data processing pipeline, serving pipeline, and model training. Existing…

Software Engineering · Computer Science 2022-09-22 Tuan Dung Lai , Anj Simmons , Scott Barnett , Jean-Guy Schneider , Rajesh Vasa

Duplicate bug report detection (DBRD) is a long-standing challenge in both academia and industry. Over the past decades, researchers have proposed various approaches to detect duplicate bug reports more accurately. With the recent…

Software Engineering · Computer Science 2024-07-17 Ting Zhang , Ivana Clairine Irsan , Ferdian Thung , David Lo

Open source projects often maintain open bug repositories during development and maintenance, and the reporters often point out straightly or implicitly the reasons why bugs occur when they submit them. The comments about a bug are very…

Software Engineering · Computer Science 2011-03-21 Deqing Wang , Mengxiang Lin , Hui Zhang , Hongping Hu

Software development teams generally welcome any effort to expose bugs in their code base. In this work, we build on the hypothesis that mobile apps from the same category (e.g., two web browser apps) may be affected by similar bugs in…

Software Engineering · Computer Science 2023-01-24 Xunzhu Tang , Haoye Tian , Pingfan Kong , Kui Liu , Jacques Klein , Tegawendé F. Bissyande

Machine learning-based program analyses have recently shown the promise of integrating formal and probabilistic reasoning towards aiding software development. However, in the absence of large annotated corpora, training these analyses is…

Machine Learning · Computer Science 2021-11-17 Miltiadis Allamanis , Henry Jackson-Flux , Marc Brockschmidt

We propose an automated approach to bug assignment to developers in large open-source software projects. This way, we assist human bug triagers who are in charge of finding the best developer with the right level of expertise in a…

Software Engineering · Computer Science 2025-04-24 Chad Marshall , Andrew Barovic , Armin Moin

With the growing ubiquity of multi-core architectures, concurrent systems have become essential but increasingly prone to complex issues such as data races and deadlocks. While modern issue-tracking systems facilitate the reporting of such…

Software Engineering · Computer Science 2026-01-26 Shuai Shao , Lu Xiao , Tingting Yu

Modern web dashboards and enterprise applications increasingly rely on complex, distributed microservices architectures. While these architectures offer scalability, they introduce significant challenges in debugging and observability. When…

Software Engineering · Computer Science 2026-02-18 Devendra Tata , Mona Rajhans
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