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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

Automated debugging techniques have the potential to reduce developer effort in debugging, and have matured enough to be adopted by industry. However, one critical issue with existing techniques is that, while developers want rationales for…

Software Engineering · Computer Science 2023-04-06 Sungmin Kang , Bei Chen , Shin Yoo , Jian-Guang Lou

Automatic Program Repair (APR) is a brilliant idea: when detecting a bug, also provide suggestions for correcting the program. Progress towards that goal is hindered by the absence of a common frame of reference for the multiplicity of APR…

Software Engineering · Computer Science 2025-02-28 Victoria Kananchuk , Ilgiz Mustafin , Bertrand Meyer

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 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

Software bug reports often lack crucial information (e.g., steps to reproduce), which makes bug resolution challenging. Developers thus ask follow-up questions to capture additional information. However, according to existing evidence, bug…

Software Engineering · Computer Science 2025-09-16 Usmi Mukherjee , Mohammad Masudur Rahman

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

Managing large numbers of incoming bug reports and finding the most critical issues in hardware development is time consuming, but crucial in order to reduce development costs. In this paper, we present an approach to predict the time to…

Machine Learning · Computer Science 2021-09-29 Thi Thu Hang Do , Markus Dobler , Niklas Kühl

Static analysis is one of the most widely adopted techniques to find software bugs before code is put in production. Designing and implementing effective and efficient static analyses is difficult and requires high expertise, which results…

Software Engineering · Computer Science 2019-06-04 Andrew Habib , Michael Pradel

Detecting and fixing bugs are two of the most important yet frustrating parts of the software development cycle. Existing bug detection tools are based mainly on static analyzers, which rely on mathematical logic and symbolic reasoning…

Computation and Language · Computer Science 2021-10-04 Dawn Drain , Chen Wu , Alexey Svyatkovskiy , Neel Sundaresan

Regression bugs occur whenever software functionality that previously worked as desired stops working, or no longer works as expected. Code changes, such as bug fixes or new feature work, may result in a regression bug. Regression bugs are…

Software Engineering · Computer Science 2015-05-07 Dekel Cohen , Amiram Yehudai

Large language models (LLMs) such as GPT-3.5 and CodeLlama are powerful models for code generation and understanding. Fine-tuning these models comes with a high computational cost and requires a large labeled dataset. Alternatively,…

Software Engineering · Computer Science 2024-01-30 Kamel Alrashedy , Ahmed Binjahlan

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

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 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

Bugs are essential in software engineering; many research studies in the past decades have been proposed to detect, localize, and repair bugs in software systems. Effectiveness evaluation of such techniques requires complex bugs, i.e.,…

Software Engineering · Computer Science 2025-09-10 Ali Reza Ibrahimzada , Yang Chen , Ryan Rong , Reyhaneh Jabbarvand

Software debugging, and program repair are among the most time-consuming and labor-intensive tasks in software engineering that would benefit a lot from automation. In this paper, we propose a novel automated program repair approach based…

Software Engineering · Computer Science 2021-04-01 Ehsan Mashhadi , Hadi Hemmati

Bug datasets consisting of real-world bugs are important artifacts for researchers and programmers, which lay empirical and experimental foundation for various SE/PL research such as fault localization, software testing, and program repair.…

Software Engineering · Computer Science 2022-07-05 Xuezhi Song , Yun Lin , Siang Hwee Ng , Yijian Wu , Xin Peng , Jin Song Dong , Hong Mei

For a given software bug report, identifying an appropriate developer who could potentially fix the bug is the primary task of a bug triaging process. A bug title (summary) and a detailed description is present in most of the bug tracking…

Software Engineering · Computer Science 2018-01-08 Senthil Mani , Anush Sankaran , Rahul Aralikatte

Nowadays, development teams often rely on tools such as Jira or Bugzilla to manage backlogs of issues to be solved to develop or maintain software. Although they relate to many different concerns (e.g., bug fixing, new feature development,…

Software Engineering · Computer Science 2021-03-24 Quentin Perez , Pierre-Antoine Jean , Christelle Urtado , Sylvain Vauttier