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.
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Product
CodeQL
- Mentions · 7d0
- Mentions · 30d3
- All mentions5
- First seenSep 3, 2026
- Last mentioned10d ago
Timeline
5 articles · newest firstTop 10 Best DevSecOps Platforms in 2026 [Ranked & Scored]
A 2026 ranking puts GitLab, GitHub Advanced Security, and Snyk atop DevSecOps platforms by developer fix rates.
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12 Best SAST Tools Compared (2026): Features & Pricing
A 2026 comparison ranks twelve SAST tools, with CodeQL, Snyk Code, and SonarQube leading their lanes.
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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.
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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.
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Appears with
- GitHubvendor · 4
- GitHub Advanced Securityproduct · 2
- Snykvendor · 2
- Checkmarxvendor · 2
- JFrogorganization · 1
- GitLabproduct · 1
- Palo Alto Networksvendor · 1
- Parasoftvendor · 1
- Fortifyproduct · 1
- Cycodevendor · 1
- JFrogvendor · 1
- Aqua Securityvendor · 1
- Veracodevendor · 1
- JFrog Xrayproduct · 1
- Snyk Codeproduct · 1
- National Vulnerability Databaseproduct · 1
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