PPS and IP defend LLMs against trait acquisition via distinct mechanisms: PPS shifts gradients to attenuate trait expression while IP uses a diffuse gradient signature that explains away trait-expressing data.
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Shifting the Gradient: Understanding How Defensive Training Methods Protect Language Model Integrity
PPS and IP defend LLMs against trait acquisition via distinct mechanisms: PPS shifts gradients to attenuate trait expression while IP uses a diffuse gradient signature that explains away trait-expressing data.