README.md

metadata

license: mit
tags:
  - security
  - cwe
  - vulnerability
  - code-analysis
  - software-security
  - dataset
  - machine-learning
  - llm-finetuning

🔐 Code Vulnerability Dataset (CWE-Enriched)

📌 Overview

This dataset is built from the bstee615/diversevul dataset and enhanced with structured vulnerability intelligence from the MITRE Common Weakness Enumeration (CWE) database.

It provides a rich, machine-readable representation of software vulnerabilities, mapping raw vulnerable code samples to standardized CWE classifications.

The dataset is designed for research and development in:

• Vulnerability detection models
• Secure code generation
• LLM fine-tuning for cybersecurity tasks
• Static analysis and code understanding systems

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🧠 Dataset Enrichment Process

Each sample in the dataset has been augmented using the MITRE CWE API to include structured security intelligence such as:

• CWE identifier (e.g., CWE-787)
• Vulnerability type (e.g., Out-of-bounds Write)
• Human-readable description
• Severity / exploit likelihood
• Impact categories (e.g., code execution, crash)
• Applicable programming languages
• Security classification metadata

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📊 Data Structure

Each row in the dataset contains:

🔹 Original Fields

• func → Source code snippet
• cwe → Original CWE labels from DiverseVul dataset

🔹 Enriched Field

• cwe_details → JSON object containing structured CWE metadata:

{
  "cwe_id": "CWE-787",
  "vulnerability_type": "Out-of-bounds Write",
  "description": "The product writes data past the end, or before the beginning, of the intended buffer.",
  "severity": "High",
  "category": "Memory Corruption",
  "impact": [
    "Modify Memory",
    "Execute Unauthorized Code",
    "Crash (DoS)"
  ],
  "languages": ["C", "C++"],
  "example": "Example not extracted"
}