ASF detects and removes adversarial suffixes by segmenting prompts and classifying each segment with a fine-tuned BERT model, reducing jailbreak success on several LLMs while leaving normal-task performance roughly intact.
Llm01:2025 prompt injection, Apr 2025
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Adversarial Suffix Filtering: a Defense Pipeline for LLMs
ASF detects and removes adversarial suffixes by segmenting prompts and classifying each segment with a fine-tuned BERT model, reducing jailbreak success on several LLMs while leaving normal-task performance roughly intact.