← Back to blog
AI researchMedium

Data Extraction: How Chatbots Leak Private Training Data Verbatim

Validated facts

Carlini et al. (Google DeepMind, USENIX Security). Through targeted prompts, researchers made GPT models disclose original text fragments from training data (including personal names, emails, and phone numbers) verbatim.

In plain language

Elephant memory: A chatbot does not only summarize — sometimes it has memorized whole book pages or phone numbers and blurts them out when asked the right questions.

Security relevance & practical tip

Privacy risk: Whatever once appeared online and was used for training can in principle be queried by anyone.

Primary source / reference

  • USENIX Security Research