The LLM DLP Black Book: Your Comprehensive Guide to Understanding and Preventing AI-Driven Privacy Breaches, and Data and PII Leakages

Large Language Models (LLMs) such as ChatGPT and Bard are powerful but can inadvertently leak sensitive information like personal identification numbers and private data due to data leakage. This issue can arise from training data memorization, prompt hijacking, and parameter sniffing. To prevent this, techniques such as differential privacy, federated learning, data sanitization, and adversarial training can be employed. It is essential to implement robust security measures to build trust and ensure the safe use of AI systems.