Context Window Size and False Positive Rates in Long-Sequence Vulnerable Code Detection

This report synthesises findings from 10 peer-reviewed papers addressing the following research question: What is the correlation between context window size and false positive rates when evaluating Deepseek R1 and Llama3 on long-sequence vulnerable code patterns in the Big-Vul dataset. 10 claims were extracted from source literature; 9 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.1/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: What is the correlation between context window size and false positive rates when evaluating Deepseek R1 and Llama3 on long-sequence vulnerable code patterns in the Big-Vul dataset?

Autonomous literature synthesis. Automated review score: 8.1/10. Full text and citation available at Assignee Research.