AIBullisharXiv – CS AI · 10h ago7/10
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Latent Personality Alignment: Improving Harmlessness Without Mentioning Harms
Researchers propose Latent Personality Alignment (LPA), a novel defense mechanism for large language models that achieves adversarial robustness by training on abstract personality traits rather than harmful examples. The method requires fewer than 100 training examples while matching the performance of traditional approaches using 150,000+ harmful prompts, and demonstrates superior generalization to unseen attack vectors.