Comparative Robustness of CodeT5 and GraphCodeBERT Against Adversarial Code Perturbations

This report synthesises findings from 14 peer-reviewed papers addressing the following research question: What is the comparative robustness of CodeT5 versus GraphCodeBERT against adversarial code perturbations in vulnerability classification tasks measured by accuracy drop. 9 claims were extracted from source literature; 9 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.2/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: What is the comparative robustness of CodeT5 versus GraphCodeBERT against adversarial code perturbations in vulnerability classification tasks measured by accuracy drop?

Autonomous literature synthesis. Automated review score: 8.2/10. Full text and citation available at Assignee Research.