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GitHub has become an important platform for code sharing and scientific exchange. With the massive number of repositories available, there is a pressing need for topic-based search. Even though the topic label functionality has been…

Machine Learning · Computer Science 2023-10-24 Yu Zhang , Frank F. Xu , Sha Li , Yu Meng , Xuan Wang , Qi Li , Jiawei Han

Developers collaboratively discuss, implement, use, and share software entities hosted on software repositories. Proper documentation plays an important role in successful software management and maintenance. Users exploit Issue Tracking…

Software Engineering · Computer Science 2021-09-29 Maliheh Izadi , Kiana Akbari , Abbas Heydarnoori

GitHub is the world's largest host of source code, with more than 150M repositories. However, most of these repositories are not labeled or inadequately so, making it harder for users to find relevant projects. There have been various…

Software Engineering · Computer Science 2023-11-21 Cezar Sas , Andrea Capiluppi , Claudio Di Sipio , Juri Di Rocco , Davide Di Ruscio

Software repository hosting services contain large amounts of open-source software, with GitHub hosting more than 100 million repositories, from new to established ones. Given this vast amount of projects, there is a pressing need for a…

Software Engineering · Computer Science 2021-03-17 Cezar Sas , Andrea Capiluppi

README files play an essential role in shaping a developer's first impression of a software repository and in documenting the software project that the repository hosts. Yet, we lack a systematic understanding of the content of a typical…

Software Engineering · Computer Science 2018-07-31 Gede Artha Azriadi Prana , Christoph Treude , Ferdian Thung , Thushari Atapattu , David Lo

Communities on GitHub often use issue labels as a way of triaging issues by assigning them priority ratings based on how urgently they should be addressed. The labels used are determined by the repository contributors and not standardised…

Software Engineering · Computer Science 2024-05-20 James Caddy , Christoph Treude

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

Software-related platforms have enabled their users to collaboratively label software entities with topics. Tagging software repositories with relevant topics can be exploited for facilitating various downstream tasks. For instance, a…

Software Engineering · Computer Science 2022-12-08 Maliheh Izadi , Mahtab Nejati , Abbas Heydarnoori

App reviews reflect various user requirements that can aid in planning maintenance tasks. Recently, proposed approaches for automatically classifying user reviews rely on machine learning algorithms. A previous study demonstrated that…

Software Engineering · Computer Science 2025-07-15 Yasaman Abedini , Abbas Heydarnoori

Software maintenance and evolution involves critical activities for the success of software projects. To support such activities and keep code up-to-date and error-free, software communities make use of issue trackers, i.e., tools for…

Software Engineering · Computer Science 2021-07-22 Rafael Kallis , Andrea Di Sorbo , Gerardo Canfora , Sebastiano Panichella

GitHub is the largest host of open source software on the Internet. This large, freely accessible database has attracted the attention of practitioners and researchers alike. But as GitHub's growth continues, it is becoming increasingly…

Software Engineering · Computer Science 2022-08-02 Francisco Zanartu , Christoph Treude , Bruno Cartaxo , Hudson Silva Borges , Pedro Moura , Markus Wagner , Gustavo Pinto

GitHub has become a popular social application platform, where a large number of users post their open source projects. In particular, an increasing number of researchers release repositories of source code related to their research papers…

Social and Information Networks · Computer Science 2020-04-14 Huajie Shao , Dachun Sun , Jiahao Wu , Zecheng Zhang , Aston Zhang , Shuochao Yao , Shengzhong Liu , Tianshi Wang , Chao Zhang , Tarek Abdelzaher

In a wave of growth, open-source projects need to modernize and change how they deal with processes, methods, and communication with their contributors. We could observe that open-source projects are constantly evolving to improve their…

Software Engineering · Computer Science 2021-10-05 Joselito Júnior , Gláucya Boechat , Ivan Machado

Issue tracking systems are used in the software industry for the facilitation of maintenance activities that keep the software robust and up to date with ever-changing industry requirements. Usually, users report issues that can be…

Software Engineering · Computer Science 2022-02-16 Anas Nadeem , Muhammad Usman Sarwar , Muhammad Zubair Malik

GitHub is the world's most popular platform for storing, sharing, and managing code. Every GitHub repository has a README file associated with it. The README files should contain project-related information as per the recommendations of…

Artificial Intelligence · Computer Science 2025-07-30 Malik Uzair Mehmood , Shahid Hussain , Wen Li Wang , Muhammad Usama Malik

Multi-label text classification is a critical task in the industry. It helps to extract structured information from large amount of textual data. We propose Text to Topic (Text2Topic), which achieves high multi-label classification…

Open-source development has revolutionized the software industry by promoting collaboration, transparency, and community-driven innovation. Today, a vast amount of various kinds of open-source software, which form networks of repositories,…

Software Engineering · Computer Science 2024-03-12 Yen-Trang Dang , Thanh-Le Cong , Phuc-Thanh Nguyen , Anh M. T. Bui , Phuong T. Nguyen , Bach Le , Quyet-Thang Huynh

Open-source repositories provide wealth of information and are increasingly being used to build artificial intelligence (AI) based systems to solve problems in software engineering. Open-source repositories could be of varying quality…

Software Engineering · Computer Science 2022-05-06 Niranjan Hasabnis

Machine learning approaches to multi-label document classification have to date largely relied on discriminative modeling techniques such as support vector machines. A drawback of these approaches is that performance rapidly drops off as…

Machine Learning · Statistics 2011-11-11 Timothy N. Rubin , America Chambers , Padhraic Smyth , Mark Steyvers

This paper illustrates an empirical study of the working efficiency of machine learning techniques in classifying code review text by semantic meaning. The code review comments from the source control repository in GitHub were extracted for…

Software Engineering · Computer Science 2025-08-25 Shadikur Rahman , Umme Ayman Koana , Hasibul Karim Shanto , Mahmuda Akter , Chitra Roy , Aras M. Ismael
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