Data Party THU

Apr 21, 2026 · Artificial Intelligence

Can LLM Attack Detection Work Without Storing Any Conversation Text?

This article experimentally evaluates a privacy‑preserving LLM security pipeline that discards raw dialogue after extracting 28 telemetry features, showing that using only 11 text‑independent signals retains about 98.5% of detection performance while reducing false‑positive rates.