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In the ever-evolving field of Deep Learning (DL), ensuring project quality and reliability remains a crucial challenge. This research investigates testing practices within DL projects in GitHub. It quantifies the adoption of testing…

Software Engineering · Computer Science 2024-10-24 Qurban Ali , Oliviero Riganelli , Leonardo Mariani

Faced with over 100M open source projects most empirical investigations select a subset. Most research papers in leading venues investigated filtering projects by some measure of popularity with explicit or implicit arguments that unpopular…

Software Engineering · Computer Science 2024-01-19 Addi Malviya-Thakur , Audris Mockus

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

This study examines the impact of GitHub Copilot on a large sample of Copilot users (n=934,533). The analysis shows that users on average accept nearly 30% of the suggested code, leading to increased productivity. Furthermore, our research…

General Economics · Economics 2023-06-28 Thomas Dohmke , Marco Iansiti , Greg Richards

The fact that the number of users of open source software (OSS) is practically un-limited and that ultimately the software quality is determined by end users experience, makes the usability an even more critical quality attribute than it is…

Software Engineering · Computer Science 2015-07-27 Arif Raza , Luiz Fernando Capretz

Governments are increasingly employing funding for open source software (OSS) development as a policy lever to support the security of software supply chains, digital sovereignty, economic growth, and national competitiveness in science and…

Computers and Society · Computer Science 2024-11-12 Cailean Osborne , Paul Sharratt , Dawn Foster , Mirko Boehm

We have selected six myths about the OSS community and have tested whether they are true or not. The purpose of this report is to identify the lessons that can be learned from the development style of the OSS community and the issues that…

Software Engineering · Computer Science 2024-04-16 Yukako Iimura , Masanari Kondo , Kazushi Tomoto , Yasutaka Kamei , Naoyasu Ubayashi , Shinobu Saito

Open source is experiencing a renaissance period, due to the appearance of modern platforms and workflows for developing and maintaining public code. As a result, developers are creating open source software at speeds never seen before.…

Software Engineering · Computer Science 2018-08-07 Jailton Coelho , Marco Tulio Valente

Large Language Models (LLMs) have become central in academia and industry, raising concerns about privacy, transparency, and misuse. A key issue is the trustworthiness of proprietary models, with open-sourcing often proposed as a solution.…

Software Engineering · Computer Science 2025-01-29 Domen Vake , Bogdan Šinik , Jernej Vičič , Aleksandar Tošić

Large language models (LLMs) have recently achieved human-level performance on a range of professional and academic benchmarks. The accessibility of these models has lagged behind their performance. State-of-the-art LLMs require costly…

Computation and Language · Computer Science 2023-11-10 Yuvanesh Anand , Zach Nussbaum , Adam Treat , Aaron Miller , Richard Guo , Ben Schmidt , GPT4All Community , Brandon Duderstadt , Andriy Mulyar

We introduce a large-scale dataset of the complete texts of free/open source software (FOSS) license variants. To assemble it we have collected from the Software Heritage archive-the largest publicly available archive of FOSS source code…

Software Engineering · Computer Science 2022-04-04 Stefano Zacchiroli

Large Language Models (LLMs) have taken the world by storm, demonstrating their ability not only to automate tedious tasks, but also to show some degree of proficiency in completing software engineering tasks. A key concern with LLMs is…

Software Engineering · Computer Science 2025-01-15 Takashi Nakano , Kazumasa Shimari , Raula Gaikovina Kula , Christoph Treude , Marc Cheong , Kenichi Matsumoto

In the dynamic landscape of open source software (OSS) development, understanding and addressing incivility within issue discussions is crucial for fostering healthy and productive collaborations. This paper presents a curated dataset of…

Software Engineering · Computer Science 2024-02-07 Ramtin Ehsani , Mia Mohammad Imran , Robert Zita , Kostadin Damevski , Preetha Chatterjee

Open source software projects usually acknowledge contributions with text files, websites, and other idiosyncratic methods. These data sources are hard to mine, which is why contributorship is most frequently measured through changes to…

Software Engineering · Computer Science 2021-07-06 Jean-Gabriel Young , Amanda Casari , Katie McLaughlin , Milo Z. Trujillo , Laurent Hébert-Dufresne , James P. Bagrow

"If we make this change to our code, how will it impact our clients?" It is difficult for library maintainers to answer this simple-yet essential!-question when evolving their libraries. Library maintainers are constantly balancing between…

Software Engineering · Computer Science 2022-03-30 Lina Ochoa , Thomas Degueule , Jean-Rémy Falleri

Emoji is becoming a ubiquitous language and gaining worldwide popularity in recent years including the field of software engineering (SE). As nonverbal cues, emojis are widely used in user understanding tasks such as sentiment analysis, but…

Computers and Society · Computer Science 2018-12-13 Xuan Lu , Yanbin Cao , Zhenpeng Chen , Xuanzhe Liu

GitHub is the largest source code repository in the world. It provides a git-based source code management platform and also many features inspired by social networks. For example, GitHub users can show appreciation to projects by adding…

Software Engineering · Computer Science 2018-08-07 Hudson Borges , Andre Hora , Marco Tulio Valente

Almost every Mining Software Repositories (MSR) study requires, as first step, the selection of the subject software repositories. These repositories are usually collected from hosting services like GitHub using specific selection criteria…

Software Engineering · Computer Science 2021-03-09 Ozren Dabic , Emad Aghajani , Gabriele Bavota

As society becomes increasingly reliant on artificial intelligence, the need to mitigate risk and harm is paramount. In response, researchers and practitioners have developed tools to detect and reduce undesired bias, commonly referred to…

Software Engineering · Computer Science 2025-05-16 Sadia Afrin Mim , Fatemeh Vares , Andrew Meenly , Brittany Johnson

Project based learning (PBL) for software development (we call it software development PBL) has garnered attention as a practical educational method. A number of studies have reported on the introduction of social coding tools such as…

Software Engineering · Computer Science 2020-02-07 Yutsuki Miyashita , Yuki Yamada , Hiroaki Hashiura , Atsuo Hazeyama