Artificial Intelligence #large language models#llm
New Research Defends LLMs from Extraction Attacks Using 'Knowledge Trap' Honeypot
A research paper by Dai and Dong introduces Knowledge Trap, a defense against large language model extraction attacks. It uses a Honeypot Knowledge Graph to redirect attackers' queries to low-value knowledge, reducing surrogate agreement by 6.2% on average while preserving legitimate user performance.
Jun 16, 2026 1 source