A 10-token adversarial suffix, optimized with three custom losses, raises reasoning length 3x to 9x on open reasoning LLMs without hurting accuracy, and partly transfers to closed models.
NICGSlowDown: Evaluating the Efficiency Ro- bustness of Neural Image Caption Generation Models
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Excessive Reasoning Attack on Reasoning LLMs
A 10-token adversarial suffix, optimized with three custom losses, raises reasoning length 3x to 9x on open reasoning LLMs without hurting accuracy, and partly transfers to closed models.