This report synthesises findings from 13 peer-reviewed papers addressing the following research question: What is the difference in robustness scores between Llama3 and Deepseek R1 when evaluated on adversarially perturbed code generation benchmarks. 9 claims were extracted from source literature; 8 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 7.7/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: What is the difference in robustness scores between Llama3 and Deepseek R1 when evaluated on adversarially perturbed code generation benchmarks?Autonomous literature synthesis. Automated review score: 7.7/10. Full text and citation available at Assignee Research.