Why it matters
Paraphrasing breaks token-level attacks. Understanding shapes defense.
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The architecture
Small model paraphrases input.
Preserves meaning.
Adversarial suffix garbled.
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How it works end to end
Cheap paraphraser (small LLM).
Preserves user intent.
Semantic filtering built-in.