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The rise of Large Language Models (LLMs) as coding agents promises to accelerate software development, but their impact on generated code reproducibility remains largely unexplored. This paper presents an empirical study investigating…

Software Engineering · Computer Science 2026-03-25 Bhanu Prakash Vangala , Ali Adibifar , Ashish Gehani , Tanu Malik

The reproduction and replication of research results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the challenges closely revolve around…

Software Engineering · Computer Science 2017-07-31 Tom Crick , Benjamin A. Hall , Samin Ishtiaq

Programming education should aim to provide students with a broad range of skills that they will later use while developing software. An important aspect in this is their ability to write code that is not only correct but also of high…

Software Engineering · Computer Science 2023-01-27 Maria Tigina , Anastasiia Birillo , Yaroslav Golubev , Hieke Keuning , Nikolay Vyahhi , Timofey Bryksin

An important goal for programmers is to minimize cost of identifying and correcting defects in source code. Code review is commonly used for identifying programming defects. However, manual code review has some shortcomings: a) it is time…

Software Engineering · Computer Science 2018-09-13 Balwinder Sodhi , Shipra Sharma

Scientific progress in NLP rests on the reproducibility of researchers' claims. The *CL conferences created the NLP Reproducibility Checklist in 2020 to be completed by authors at submission to remind them of key information to include. We…

Computation and Language · Computer Science 2023-06-19 Ian Magnusson , Noah A. Smith , Jesse Dodge

Tests that cause spurious failures without any code changes, i.e., flaky tests, hamper regression testing, increase maintenance costs, may shadow real bugs, and decrease trust in tests. While the prevalence and importance of flakiness is…

Software Engineering · Computer Science 2022-02-15 Martin Gruber , Stephan Lukasczyk , Florian Kroiß , Gordon Fraser

Researchers, students and practitioners often encounter a situation when the build process of a third-party software system fails. In this paper, we aim to confirm this observation present mainly as anecdotal evidence so far. Using a…

Software Engineering · Computer Science 2017-12-05 Matúš Sulír , Jaroslav Porubän

With the goal of uncovering the challenges faced by European AI students during their research endeavors, we surveyed 28 AI doctoral candidates from 13 European countries. The outcomes underscore challenges in three key areas: (1) the…

Computers and Society · Computer Science 2024-08-14 Andrea Hrckova , Jennifer Renoux , Rafael Tolosana Calasanz , Daniela Chuda , Martin Tamajka , Jakub Simko

Many research fields are currently reckoning with issues of poor levels of reproducibility. Some label it a "crisis", and research employing or building Machine Learning (ML) models is no exception. Issues including lack of transparency,…

Software Engineering · Computer Science 2025-02-27 Harald Semmelrock , Tony Ross-Hellauer , Simone Kopeinik , Dieter Theiler , Armin Haberl , Stefan Thalmann , Dominik Kowald

Computational reproducibility is a growing problem that has been extensively studied among computational researchers and within the signal processing and machine learning research community. However, with the changing landscape of signal…

Signal Processing · Electrical Eng. & Systems 2022-02-16 Joseph Shenouda , Waheed U. Bajwa

Programs are a kind of communication to both computers and people, hence as students are trained to write programs they need to learn to write well-designed, readable code rather than code that simply functions correctly. The difficulty in…

Computers and Society · Computer Science 2022-11-08 J. Walker Orr

Stack Overflow and other similar forums are used commonly by developers to seek answers for their software development as well as privacy-related concerns. Recently, ChatGPT has been used as an alternative to generate code or produce…

Software Engineering · Computer Science 2024-06-13 Zack Delile , Sean Radel , Joe Godinez , Garrett Engstrom , Theo Brucker , Kenzie Young , Sepideh Ghanavati

Flaky tests pass and fail non-deterministically when run on the same version of code. Although many techniques have been proposed to detect, debug, and repair flaky tests, reproducing their failures remains a major challenge due to their…

Software Engineering · Computer Science 2026-05-22 Suzzana Rafi , Mahbub-Ul-Hoque Sumon , Md Erfan , Maruf Morshed Khan , August Shi , Wing Lam

Despite being an old language feature, Java exception handling code is one of the least understood parts of many systems. Several studies have analyzed the characteristics of exception handling code, trying to identify common practices or…

Software Engineering · Computer Science 2019-01-28 Hugo Melo , Roberta Coelho , Christoph Treude

Large Language Models (LLMs) are becoming integral to modern software development workflows, assisting developers with code generation, API explanation, and iterative problem-solving through natural language conversations. Despite…

Software Engineering · Computer Science 2025-09-15 Suzhen Zhong , Ying Zou , Bram Adams

Context: Code annotations have gained widespread popularity in programming languages, offering developers the ability to attach metadata to code elements to define custom behaviors. Many modern frameworks and APIs use annotations to keep…

Software Engineering · Computer Science 2024-04-29 Eduardo Guerra , Everaldo Gomes , Jeferson Ferreira , Igor Wiese , Phyllipe Lima , Marco Gerosa , Paulo Meirelles

Software developers often reuse code from online sources such as Stack Overflow within their projects. However, the process of searching for code snippets and integrating them within existing source code can be tedious. In order to improve…

Software Engineering · Computer Science 2021-01-05 Brittany Reid , Christoph Treude , Markus Wagner

Background: Code cloning - copying and reusing pieces of source code - is a common phenomenon in software development in practice. There have been several empirical studies on the effects of cloning, but there are contradictory results…

Software Engineering · Computer Science 2016-11-28 Stefan Wagner , Asim Abdulkhaleq , Kamer Kaya , Alexander Paar

Assessing code comment quality is known to be a difficult problem. A number of coding style guidelines have been created with the aim to encourage writing of informative, readable, and consistent comments. However, it is not clear from the…

Software Engineering · Computer Science 2023-04-26 Pooja Rani , Suada Abukar , Nataliia Stulova , Alexandre Bergel , Oscar Nierstrasz

The reproduction and replication of novel results has become a major issue for a number of scientific disciplines. In computer science and related computational disciplines such as systems biology, the issues closely revolve around the…

Software Engineering · Computer Science 2014-09-17 Tom Crick , Benjamin A. Hall , Samin Ishtiaq
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