One Leak Away: How Pretrained Model Exposure Amplifies Jailbreak Risks in Finetuned LLMs.

arXiv:2512.14751v4 Announce Type: replace-cross Abstract: Finetuning pretrained large language models (LLMs) has become the standard paradigm for developing downstream applications. However, its security implications remain unclear, particularly regarding whet