Author

Haoran Jing

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Jul 2026

Do LLMs Know Their Vulnerable Scenarios?

This work shows that scenario-wrapped prompts activate internal scenario directions whose causal steering consistently reduces refusal scores, and proposes Concept2Scenario, a concept-based attribution framework for vulnerable scenario discovery that instantiates a broad concept space with a sparse autoencoder, transla...

Ziheng Peng, Huiqi Deng, Haoran Jing et al. · arXiv.org · 0 citations