Security of Large Language Models:Current Status and Challenges
Large language models have revolutionized natural language processing,offering exceptional text understanding and generation capabilities that benefit society significantly.However,they also pose notable security challenges,demanding the atten-tion of security researchers.This paper introduces these concerns,including malicious applications with prompt injection attacks,reliable issues arising from model hallucinations,privacy risks tied to data protection,and the problem of prompt leakage.To en-hance model security,a comprehensive approach is required,focusing on privacy preservation,interpretability research,and model distribution stability and robustness.
Large language modelsAI securityMalicious applicationsModel hallucinationsPrivacy securityPrompt leakage