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Specialized tokens attack risk for AI
Last updated: Jul 25, 2025
Description
Prompt attacks that include specialized tokens, often algorithmically designed, to target and exploit vulnerabilities in the model.
Why is specialized tokens attack a concern for foundation models?
Specialized tokens attacks can be used to alter model behavior and benefit the attacker. The content it generates may cause harms for the user or others.
Parent topic: AI risk atlas
We provide examples covered by the press to help explain many of the foundation models' risks. Many of these events covered by the press are either still evolving or have been resolved, and referencing them can help the reader understand the potential risks and work toward mitigations. Highlighting these examples are for illustrative purposes only.
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