Follow the Gradient: Tracing Safety Degradation Back to Training Data.

arXiv:2610.37481v1 Announce Type: cross Abstract: Fine-tuning Large Language Models (LLMs) on instruction data can quietly erode their safety, even when no training example looks harmful. Because this safety-degrading data looks benign, standard content filter