Erase or Hide? Suppressing Spurious Unlearning Neurons for Robust Unlearning
Nakyeong Yang · Dong-Kyum Kim · Jea Kwon · Minsung Kim · Kyomin Jung · Meeyoung Cha
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Nakyeong Yang · Dong-Kyum Kim · Jea Kwon · Minsung Kim · Kyomin Jung · Meeyoung Cha
Dong-Kyum Kim · Minsung Kim · Jea Kwon · Nakyeong Yang · Meeyoung Cha
Minsung Kim · Dong-Kyum Kim · Jea Kwon · Nakyeong Yang · Kyomin Jung · Meeyoung Cha
Large language models leverage both parametric knowledge acquired during pretraining and in-context knowledge provided at inference time. Crucially, when these sources conflict, models arbitrate based on their internal confidence, preferring parametric knowledge for high-confidence facts while de...
Jiseon Kim · Jea Kwon · Luiz Felipe Vecchietti · Wenchao Dong · Jaehong Kim · Meeyoung Cha
Human moral judgment is context-dependent and changes based on interpersonal relationships. As large language models (LLMs) increasingly serve as decision-support systems, it is critical to understand if they encode these social nuances. We characterize LLM behavior using the Whistleblower’s Dile...
Jea Kwon · Luiz Felipe Vecchietti · Sungwon Park · Meeyoung Cha