ResearchBenchmarksLLM Unlearning on TOFU (Forget 10%)Follow7.456RQICUL7.432087.438297.44457.45071May 16, 2026Evaluation ResultsMethodMethodLinksRQDetection Accuracy (Before Attack)LQ (Before Attack)Detection Accuracy (After Attack)LQ (After Attack)ICULBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.45677.86.84431.46.793VPBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.456727.173496.813FPBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.45694.37.06494.37.06GuardnailBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.45696.87.64895.67.299EUABackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.4331008.6791008.679