ORPO is most effective at misaligning LLMs while DPO excels at realigning them, though it reduces utility, revealing an asymmetry between attack and defense methods.
A Real-World Incident from Mithril Security.https://blog.mithrilsecurity.io/po isongpt-how-we-hid-a-lobotomized-llm-on-huggin g-face-to-spread-fake-news/, 2023
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The Art of (Mis)alignment: How Fine-Tuning Methods Effectively Misalign and Realign LLMs in Post-Training
ORPO is most effective at misaligning LLMs while DPO excels at realigning them, though it reduces utility, revealing an asymmetry between attack and defense methods.