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Contextual information can dramatically amplify the success of semantic-shift jailbreaks, with a new framework achieving a 74.6% attack success rate.
Malicious LoRA plugins can hijack public sentiment and spread harmful content, achieving nearly 100% success rates without detection.
Turns out, the best way to get an LLM to generate good text-to-image prompts is to have it mimic existing images, not plan from scratch.
