FTSmartAudit represents a breakthrough in smart contract security, combining knowledge distillation with fine-tuned language models to create an automated auditing framework for detecting vulnerabilities in blockchain applications.

• Leverages specialized fine-tuning and knowledge distillation to create LLMs focused on smart contract vulnerabilities
• Achieves superior detection performance compared to traditional methods and general-purpose LLMs
• Provides detailed vulnerability explanations and fix recommendations, enhancing security remediation
• Scales efficiently to handle increasing complexity and volume of smart contracts

This innovation addresses critical security challenges in the blockchain ecosystem where vulnerabilities have resulted in substantial financial losses. By automating the audit process, development teams can identify and fix security flaws earlier and more comprehensively.

FTSmartAudit: A Knowledge Distillation-Enhanced Framework for Automated Smart Contract Auditing Using Fine-Tuned LLMs