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Si-Min Chen

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Jul 2026

When LLM Defenses Backfire: Characterizing Safety, Performance, and Cost Trade-offs

It is found that defenses rarely improve downstream capability, but instead vary in how they trade safety gains against usability and efficiency as well as performance impact, over-refusal on benign inputs, and inference cost.

Tong Zhang, Zexin Li, Simin Chen et al. · 0 citations

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