From Theory to Practice: Code Generation Using LLMs for CAPEC and CWE Frameworks

📰 ArXiv cs.AI

Using LLMs for code generation to enhance CAPEC and CWE frameworks for software vulnerability identification

advanced Published 6 Apr 2026
Action Steps
  1. Utilize LLMs to generate code snippets for specific vulnerability descriptions
  2. Link generated code snippets to CAPEC and CWE frameworks
  3. Evaluate and refine generated code snippets for accuracy and relevance
  4. Integrate generated code snippets into existing software vulnerability datasets
Who Needs to Know This

Security researchers and software engineers on a team can benefit from this approach to improve vulnerability identification and mitigation, and to develop more comprehensive security datasets

Key Insight

💡 LLMs can be used to generate comprehensive and detailed code snippets for specific vulnerability descriptions, improving the utility of software vulnerability datasets

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💡 LLMs can generate code snippets to enhance software vulnerability identification #AI #Security
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