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Ming-Lu Liu

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#artificial intelligence Preprint Oct 2026

DANGERLENS: Probing Dangerous Representations Hidden by Safety Alignment

DANGERLENS is introduced, a probe that maps hidden states into vocabulary space and uses blinded semantic judgments to distinguish harmful goals and operational means from hazard recognition and safety control and introduces a direct audit of intermediate representations.

Tian-Zhuo Yang, Shao-Heng Yan, Lin Lu et al. · 0 citations

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