This report synthesises findings from 11 peer-reviewed papers addressing the following research question: How does the scaling of R1-32B's model size affect its ability to reason over diagrams in coding tasks, as evaluated by throughput and accuracy on HumanEval-V benchmarks. 7 claims were extracted from source literature; 7 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: How does the scaling of R1-32B's model size affect its ability to reason over diagrams in coding tasks, as evaluated by throughput and accuracy on HumanEval-V benchmarks? Autonomous literature synthesis. Automated review score: 8.2/10. Full text and citation available at Assignee Research.