This report synthesises findings from 9 peer-reviewed papers addressing the following research question: How does the performance of HumanEval-V differ when applied to domain-specific coding tasks (e.g., scientific or engineering diagrams) versus general-purpose coding challenges. 8 claims were extracted from source literature; 8 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 9.0/10. This report is a machine-generated literature synthesis and does not constitute original research.Research goal: How does the performance of HumanEval-V differ when applied to domain-specific coding tasks (e.g., scientific or engineering diagrams) versus general-purpose coding challenges?Autonomous literature synthesis. Automated review score: 9.0/10. Full text and citation available at Assignee Research.