ResearchBenchmarksLLM Unlearning on TOFU (Forget 5%)Follow7.456RQICUL7.447687.449847.4527.45416May 16, 2026Evaluation ResultsMethodMethodLinksRQDetection Accuracy (Before Attack)LQ (Before Attack)Detection Accuracy (After Attack)LQ (After Attack)ICULBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.456777.039326.957VPBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.456717.214497.162FPBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.45694.57.11594.57.025GuardnailBackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.45695.57.686957.338EUABackbone=LLaMA-3.1-8BBackbone=LLaMA-3.1-8B2026.057.4481008.5951008.595