Retrieval Augmented Generation Integrated Large Language Models in Smart Contract Vulnerability Detection

Understand

The rapid growth of Decentralized Finance (DeFi) has been accompanied by substantial financial losses due to smart contract vulnerabilities, underscoring the critical need for effective security auditing.

• With attacks becoming more frequent, the necessity and demand for auditing services has escalated.
• This especially creates a financial burden for independent developers and small businesses, who often have limited available funding for these services.
• Our study builds upon existing frameworks by integrating Retrieval-Augmented Generation (RAG) with large language models (LLMs), specifically employing GPT-4-1106 for its 128k token context window.