Repository-visible process features (commit timing, change volume, deadline distance) improve educational code authorship attribution from 0.094 to 0.233 top-1 and verification ROC-AUC from 0.556 to 0.752 across six matched comparisons, while contest data achieves 0.938 top-1.
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Evaluating Static and Process Evidence for Code Authorship in Programming Education
Repository-visible process features (commit timing, change volume, deadline distance) improve educational code authorship attribution from 0.094 to 0.233 top-1 and verification ROC-AUC from 0.556 to 0.752 across six matched comparisons, while contest data achieves 0.938 top-1.