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The joint task of bug localization and program repair is an integral part of the software development process. In this work we present DeepDebug, an approach to automated debugging using large, pretrained transformers. We begin by training…

Software Engineering · Computer Science 2021-05-21 Dawn Drain , Colin B. Clement , Guillermo Serrato , Neel Sundaresan

One of the most important tasks related to managing bug reports is localizing the fault so that a fix can be applied. As such, prior work has aimed to automate this task of bug localization by formulating it as an information retrieval…

Background: Bugs and bug management consumes a significant amount of time and effort from software development organizations. A reduction in bugs can significantly improve the capacity for new feature development. Aims: We categorize and…

Software Engineering · Computer Science 2024-02-19 Lakmal Silva , Michael Unterkalmsteiner , Krzysztof Wnuk

Deep learning based recommender systems have been extensively explored in recent years. However, the large number of models proposed each year poses a big challenge for both researchers and practitioners in reproducing the results for…

Information Retrieval · Computer Science 2019-05-28 Shuai Zhang , Yi Tay , Lina Yao , Bin Wu , Aixin Sun

Traditional bug-tracking systems rely heavily on manual reporting, reproduction, classification, and resolution, involving multiple stakeholders such as end users, customer support, developers, and testers. This division of responsibilities…

Software Engineering · Computer Science 2026-04-01 Utku Boran Torun , Mehmet Taha Demircan , Mahmut Furkan Gön , Eray Tüzün

Detecting the presence of bots in distributed software development activity is very important in order to prevent bias in large-scale socio-technical empirical analyses. In previous work, we proposed a classification model to detect bots in…

Software Engineering · Computer Science 2021-03-23 Mehdi Golzadeh , Alexandre Decan , Tom Mens

AI-agents help developers in different coding tasks, such as developing new features, fixing bugs, and reviewing code. Developers can write a Github issue and assign it to an AI-agent like Copilot for implementation. Based on the issue and…

Software Engineering · Computer Science 2025-12-29 Mohammed Sayagh

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

Large language models (LLMs) have demonstrated strong performance on a wide range of software engineering tasks, including code generation and analysis. However, most prior work relies on cloud-based models or specialized hardware, limiting…

Software Engineering · Computer Science 2026-04-28 Jelena Ilić Vulićević

One of the primary mechanisms by which developers receive feedback about in-field failures of software from users is through bug reports. Unfortunately, the quality of manually written bug reports can vary widely due to the effort required…

Software Engineering · Computer Science 2022-03-24 Mattia Fazzini , Kevin Moran , Carlos Bernal Cardenas , Tyler Wendland , Alessandro Orso , Denys Poshyvanyk

Software Categorization is the task of organizing software into groups that broadly describe the behavior of the software, such as "editors" or "science." Categorization plays an important role in several maintenance tasks, such as…

Software Engineering · Computer Science 2018-06-18 Alexander LeClair , Zachary Eberhart , Collin McMillan

Bug localization refers to the identification of source code files which is in a programming language and also responsible for the unexpected behavior of software using the bug report, which is a natural language. As bug localization is…

Software Engineering · Computer Science 2024-06-26 Partha Chakraborty , Venkatraman Arumugam , Meiyappan Nagappan

Large Language Model (LLM) systems have been at the forefront of applied Artificial Intelligence (AI) research in a multitude of domains. One such domain is software development, where researchers have pushed the automation of a number of…

Software Engineering · Computer Science 2025-08-08 Vali Tawosi , Salwa Alamir , Xiaomo Liu , Manuela Veloso

Mutation testing has been widely accepted as an approach to guide test case generation or to assess the effectiveness of test suites. Empirical studies have shown that mutants are representative of real faults; yet they also indicated a…

Software Engineering · Computer Science 2019-07-31 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk

Dependency analysis is recognized as an important field of software engineering due to a variety of reasons. There exists a large pool of tools providing assistance to software developers and architects. Analysis of inter- and intra-project…

Software Engineering · Computer Science 2021-04-20 V. Repinskiy , V. Kovalenko

Computer-based systems have solved several domain problems, including industrial, military, education, and wearable. Nevertheless, such arrangements need high-quality software to guarantee security and safety as both are mandatory for…

Software development projects involve the use of a wide range of tools to produce a software artifact. Software repositories such as source control systems have become a focus for emergent research because they are a source of rich…

Software Engineering · Computer Science 2016-04-20 Jacqui Finlay , Russel Pears , Andy M. Connor

GitHub is the most widely used platform for software maintenance in the open-source community. Developers report issues on GitHub from time to time while facing difficulties. Having labels on those issues can help developers easily address…

Software Engineering · Computer Science 2025-07-28 Amir Hossain Raaj , Fairuz Nawer Meem , Sadia Afrin Mim

Context: Software code reviews are an important part of the development process, leading to better software quality and reduced overall costs. However, finding appropriate code reviewers is a complex and time-consuming task. Goals: In this…

Software Engineering · Computer Science 2018-10-29 Jakub Lipcak , Bruno Rossi

This paper provides a few approaches to automating computer programming and project submission tasks, that we have been following for the last six years and have found to be successful. The approaches include using CodeRunner with Learning…

Software Engineering · Computer Science 2024-04-09 Bama Srinivasan , Mala Nehru , Ranjani Parthasarathi , Saswati Mukherjee , Jeena A Thankachan