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.
InPro- ceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), pages 16802– 16830, Torino, Italia
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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.