ContractLens: Latent Security Knowledge for Malicious Smart Contract Detection

Detecting malicious smart contracts is essential to safeguarding the Web3.0 ecosystem. However, existing auditing methods based on large language models LLMs largely rely on prompt engineering or attack-specific fine-tuning, while the internal representations that support malicious logic detectio...