An evaluation framework and balanced DPO training method show that LLMs are highly gullible to sustained misinformation and that balanced preference training can improve both robustness and receptiveness.
InProceedings of the International AAAI Conference on Web and Social Media, volume 19, pages 1315–1328
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Persuasion Dynamics in LLMs: Investigating Robustness and Adaptability in Knowledge and Safety with DuET-PD
An evaluation framework and balanced DPO training method show that LLMs are highly gullible to sustained misinformation and that balanced preference training can improve both robustness and receptiveness.