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Directional Jailbreak Detection on WildJailbreak (Safe) × AdvBench (Harmful)

1AUROC (mono)Qwen3-8B
0.795120.848310.90150.95469Jun 23, 2026

Evaluation results

MethodLinks
Qwen3-8BProbe Layer=L25, Relative Depth=~69%, Total Layers=36, Direction=downward2026.0610.9010.915
Llama-3.1-8BProbe Layer=L22, Relative Depth=~69%, Total Layers=32, Direction=downward2026.060.9990.8580.86
Gemma-7bProbe Layer=L19, Relative Depth=~68%, Total Layers=28, Direction=upward2026.060.8030.8940.905