Why Constrained Updates Still Forget: A Functional-Path Analysis of Continual SFT.

arXiv:2610.30191v1 Announce Type: cross Abstract: Supervised fine-tuning adapts language models to specialized tasks but can disrupt previously acquired behavior. Existing approaches constrain parameters, gradients, or replay objectives, yet the connection bet