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On the effectiveness of Large Language Models for GitHub Workflows
March 20, 2024, 4:11 a.m. | Xinyu Zhang, Siddharth Muralee, Sourag Cherupattamoolayil, Aravind Machiry
cs.CR updates on arXiv.org arxiv.org
Abstract: GitHub workflows or GitHub CI is a popular continuous integration platform that enables developers to automate various software engineering tasks by specifying them as workflows, i.e., YAML files with a list of jobs. However, engineering valid workflows is tedious. They are also prone to severe security issues, which can result in supply chain vulnerabilities. Recent advancements in Large Language Models (LLMs) have demonstrated their effectiveness in various software development tasks. However, GitHub workflows differ from …
arxiv continuous continuous integration cs.cr cs.se developers engineering files github integration integration platform jobs language language models large list platform popular software software engineering valid workflows yaml
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