Study measures how harness and context change LLM vulnerability discovery
No single setup covered all 265 confirmed root causes, and CodeQL context helped only the smallest of four models.
Stories per day · 30 days
2 RSS
5 stories, newest first · one card per story
Stories tagged #codeql
12 Best SAST Tools Compared (2026): Features & Pricing
A 2026 comparison ranks twelve SAST tools, with CodeQL, Snyk Code, and SonarQube leading their lanes.
Top 10 Best SAST Tools in 2026 [Ranked & Scored]
A 2026 editorial ranking puts Snyk Code first among ten SAST tools, ahead of CodeQL and Semgrep.
Towards Scalable and Cost-Efficient Vulnerability Detection: A Study on Automatic Query Generation
A study finds LLM-synthesized CodeQL queries improve average F1-score by 82% over baseline queries, offering scalable vulnerability detection versus direct LLM scanning.
An Empirical Analysis of CodeQL False Positives and Query Refinements for Java Vulnerabilities
Study of 167 Java CVE instances finds CodeQL false positives follow recurring patterns; query refinements remove 81.8% of reviewed ones.