GitRank: A Framework to Rank GitHub Repositories
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Abstract (arXiv)
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 levels, and bad-quality repositories could degrade performance of these systems. Evaluating quality of open-source repositories, which is not available directly on code hosting sites such as GitHub, is thus important. In this hackathon, we utilize known code quality measures and GrimoireLab toolkit to implement a framework, named GitRank, to rank open-source repositories on three different criteria. We discuss our findings and preliminary evaluation in this hackathon report.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 6 of its 33 references that are in the map. First posted on arXiv 4 May 2022.
Builds on
6 of 33 references.
References · 6
- 2021Evaluating Large Language Models Trained on Codecited by 8,053
- 2020Unsupervised Translation of Programming Languagescited by 262
- 2020Graph-based, Self-Supervised Program Repair from Diagnostic Feedbackcited by 93
- 2018Aroma: Code Recommendation via Structural Code Searchcited by 29
- 2018What's in a GitHub Star? Understanding Repository Starring Practices in a Social Coding Platformcited by 25
- 2020ControlFlag: A Self-Supervised Idiosyncratic Pattern Detection System for Software Control Structurescited by 5
Built on by
Citing papers per year: 2022: 1; 2023: 1; 2024: 1.
3 papers.
- 2024Exploring the Practicality of Federated Learning: A Survey Towards the Communication Perspectivecited by 4
- 2023CompCodeVet: A Compiler-guided Validation and Enhancement Approach for Code Datasetcited by 3
- 2022Are Machine Programming Systems using Right Source-Code Measures to Select Code Repositories?cited by 1
- 2024Exploring the Practicality of Federated Learning: A Survey Towards the Communication Perspective30 May 2024
- 2023CompCodeVet: A Compiler-guided Validation and Enhancement Approach for Code Dataset11 Nov 2023
- 2022Are Machine Programming Systems using Right Source-Code Measures to Select Code Repositories?24 Sep 2022