Can Native Safety Travel? Reusing Safety Pretraining Across Models via On-Policy Distillation.

arXiv:2610.27555v1 Announce Type: cross Abstract: Safety pretraining has emerged as a promising paradigm for embedding safety deeply into a model during pretraining, yielding robustness to subsequent fine-tuning that conventional safety post-training often lac