Instruction-following language models can comply with requests that conflict with intended behaviors and safety alignment. We introduce a training-free weight-editing approach for reducing compliance with targeted undesirable instructions. Our method needs only forward passes on a small set of prompt pairs per target b...
Ali Ebrahimpour-Boroojeny, Xiao-Cong Yang, Samuel Schapiro et al.· 0 citations
It is proved that the overlap between a target and other concepts lower-bounds the damage any robust erasure must inflict on them, with the trade-off scaling linearly in the degree of overlap.
Yian Wang, Ali Ebrahimpour-Boroojeny, Hari Sundaram et al.· 0 citations
This paper reveals a significant shortcoming in class unlearning evaluations: overlooking the underlying class geometry can cause information leakage about the forgotten class, and proposes a new fine-tuning objective that mitigates this privacy leakage by approximating the distribution over the remaining classes that...
Ali Ebrahimpour-Boroojeny, Yian Wang, Hari Sundaram· 0 citations
This work presents the first systematic evaluation framework for agentic abstention, and identifies failure modes such as post-hoc abstention, in which agents execute irreversible actions before recognizing abstention triggers.
Xun Liu, Y. Zhang, Vira Kasprova et al.· arXiv.org· 2 citations
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