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Yangfu Li

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Preprint Aug 2026

Measuring the Wrong Thing: Internal Harmfulness Scores Anti-Rank Successful Jailbreaks

Internal safety scores judge a prompt before any text is generated, and they are validated by how well they separate harmful prompts from benign ones, so Active Attention Probing is introduced, which supplies a fixed content independent measurement coordinate.

Ming-Yu Luo, Ming Deng, Zilang Qiu et al. · 0 citations

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