A retrieve-and-verify pipeline (BGE embeddings + GPT-4.1 rubric scoring) produces 6,588 NAICS-labeled GitHub repositories with 96.98% human-validated precision, plus a RoBERTa-large benchmark classifier at 86.45% F1.
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Industry Classification of GitHub Repositories Using the North American Industry Classification System (NAICS)
A retrieve-and-verify pipeline (BGE embeddings + GPT-4.1 rubric scoring) produces 6,588 NAICS-labeled GitHub repositories with 96.98% human-validated precision, plus a RoBERTa-large benchmark classifier at 86.45% F1.