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Bugs are inevitable in software development, and their reporting in open repositories can enhance software transparency and reliability assessment. This study aims to extract information from the issue tracking system Jira and proposes a…

Software Engineering · Computer Science 2024-08-01 Hasan Yagiz Ozkan , Poul Einer Heegaard , Wolfgang Kellerer , Carmen Mas-Machuca

Intrinsic bugs are bugs for which a bug introducing change can be identified in the version control system of a software. In contrast, extrinsic bugs are caused by external changes to a software, such as errors in external APIs; thereby…

Software Engineering · Computer Science 2021-03-30 Gema Rodriguez-Perez , Meiyappan Nagappan , Gregorio Robles

Many software development problems can be addressed by program analysis tools, which traditionally are based on precise, logical reasoning and heuristics to ensure that the tools are practical. Recent work has shown tremendous success…

Software Engineering · Computer Science 2021-04-09 Michael Pradel , Satish Chandra

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…

Software Engineering · Computer Science 2025-03-04 Renato Andrade , César Teixeira , Nuno Laranjeiro , Marco Vieira

Detecting buffer overruns from a source code is one of the most common and yet challenging tasks in program analysis. Current approaches have mainly relied on rigid rules and handcrafted features devised by a few experts, limiting…

Software Engineering · Computer Science 2017-03-08 Min-je Choi , Sehun Jeong , Hakjoo Oh , Jaegul Choo

Initially developed for natural language processing (NLP), Transformers are now widely used for source code processing, due to the format similarity between source code and text. In contrast to natural language, source code is strictly…

Machine Learning · Computer Science 2021-06-25 Nadezhda Chirkova , Sergey Troshin

Large language model-specific inference engines (in short as \emph{LLM inference engines}) have become a fundamental component of modern AI infrastructure, enabling the deployment of LLM-powered applications (LLM apps) across cloud and…

Software Engineering · Computer Science 2026-01-12 Mugeng Liu , Siqi Zhong , Weichen Bi , Yixuan Zhang , Zhiyang Chen , Zhenpeng Chen , Xuanzhe Liu , Yun Ma

Despite its crucial role in research experiments, code correctness is often presumed only on the basis of the perceived quality of results. This assumption comes with the risk of erroneous outcomes and potentially misleading findings. To…

Computation and Language · Computer Science 2024-07-08 Sara Papi , Marco Gaido , Andrea Pilzer , Matteo Negri

Bug prediction is a resource demanding task that is hard to automate using static source code analysis. In many fields of computer science, machine learning has proven to be extremely useful in tasks like this, however, for it to work we…

Software Engineering · Computer Science 2021-10-12 Tamás Aladics , Judit Jász , Rudolf Ferenc

Context. JavaScript is a popular programming language today with several implementations competing for market dominance. Although a specification document and a conformance test suite exist to guide engine development, bugs occur and have…

Software Engineering · Computer Science 2020-12-08 Igor Lima , Jefferson Silva , Breno Miranda , Gustavo Pinto , Marcelo d'Amorim

Large language models (LLMs) have achieved impressive performance on code generation. However, for complex programming tasks, generating the correct solution in one go becomes challenging, thus some prior works have designed program repair…

Computation and Language · Computer Science 2023-10-06 Xinyun Chen , Maxwell Lin , Nathanael Schärli , Denny Zhou

Bug severity prediction is important in software maintenance, because it helps the development teams to prioritize bugs that have a significant impact on the operation, stability and security of the system. In large software projects bug…

Software Engineering · Computer Science 2026-03-03 Nafisha Tamanna Nice

We introduce a simple microscopic description of software bug dynamics where users, programmers and a maintainer interact through a given program, with a particular emphasis on bug creation, detection and fixing. When the program is written…

Statistical Mechanics · Physics 2007-05-23 Damien Challet , Yann Le Du

Agile teams juggle multiple tasks so professionals are often assigned to multiple projects, especially in service organizations that monitor and maintain a large suite of software for a large user base. If we could predict changes in…

Software Engineering · Computer Science 2018-09-07 Rahul Krishna , Amritanshu Agrawal , Akond Rahman , Alexander Sobran , Tim Menzies

Bug localization in multi-repository microservice architectures is challenging due to the semantic gap between natural language bug reports and code, LLM context limitations, and the need to first identify the correct repository. We propose…

Software Engineering · Computer Science 2025-12-08 Amirkia Rafiei Oskooei , S. Selcan Yukcu , Mehmet Cevheri Bozoglan , Mehmet S. Aktas

The rapid escalation of applying Machine Learning (ML) in various domains has led to paying more attention to the quality of ML components. There is then a growth of techniques and tools aiming at improving the quality of ML components and…

Software Engineering · Computer Science 2023-01-18 Mohammad Mehdi Morovati , Amin Nikanjam , Foutse Khomh , Zhen Ming , Jiang

Debugging is a central yet complex activity in software engineering. Prior studies have documented debugging strategies and tool usage, but little theory explains how experienced developers reason about bugs in large, real-world codebases.…

Software Engineering · Computer Science 2026-02-13 Haolin Li , Michael Coblenz

Software testing is a core discipline in software engineering where a large array of research results has been produced, notably in the area of automatic test generation. Because existing approaches produce test cases that either can be…

Software Engineering · Computer Science 2023-10-11 Laura Plein , Wendkûuni C. Ouédraogo , Jacques Klein , Tegawendé F. Bissyandé

Random testing has proven to be an effective technique for compiler validation. However, the debugging of bugs identified through random testing presents a significant challenge due to the frequent occurrence of duplicate test programs that…

Software Engineering · Computer Science 2026-01-28 Xintong Zhou , Zhenyang Xu , Yongqiang Tian , Chengnian Sun

We study the problem of semantic code repair, which can be broadly defined as automatically fixing non-syntactic bugs in source code. The majority of past work in semantic code repair assumed access to unit tests against which candidate…

Artificial Intelligence · Computer Science 2017-10-31 Jacob Devlin , Jonathan Uesato , Rishabh Singh , Pushmeet Kohli
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