LEGION: Harnessing Pre-trained Language Models for GitHub Topic Recommendations with Distribution-Balance Loss

arXiv:2403.05873v1 Announce Type: cross
Abstract: 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, is often hosted on GitHub - a popular software development platform. To enhance the discoverability of the repository networks, i.e., groups of similar repositories, GitHub introduced repository topics in 2017 that enable users to more easily explore relevant projects by type, technology, and more. It is …

abstract arxiv balance collaboration community cs.ir cs.lg cs.se development development platform distribution form github industry innovation language language models loss networks open-source development platform popular recommendations repositories software software development transparency type vast