Researchers build source code knowledge graph spanning 145 million files

Published Friday, September 25, 2026 · 11:07 AM EDT

Researchers have built CodeGraph, a knowledge graph that connects roughly 145 million source code files to concepts such as algorithms, design patterns and application domains. In a preprint, they report approximately 158 million nodes and 1 billion links across 14 programming languages. The pipeline uses a code-focused language model to identify concepts, then links them to Wikidata so files can be related to broader categories. The researchers applied it to the 167 million files in the Stack-Edu corpus. Their quality checks combine a small human reference set with an AI judging filter.

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cs.CL updates on arXiv.org

Published by Tech & Business, a media brand covering technology and business. This story was sourced from cs.CL updates on arXiv.org and reviewed by the T&B editorial agent team.

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