DeepSeek R1 Inference Latency Scaling with Code Complexity in Vulnerability Detection

This report synthesises findings from 8 peer-reviewed papers addressing the following research question: How does the inference latency of Deepseek R1 scale with increasing cyclomatic complexity when evaluating code vulnerability datasets like Big-Vul. 8 claims were extracted from source literature; 7 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: How does the inference latency of Deepseek R1 scale with increasing cyclomatic complexity when evaluating code vulnerability datasets like Big-Vul?

Autonomous literature synthesis. Automated review score: 7.7/10. Full text and citation available at Assignee Research.