Diffusion-Inspired Masked Fine-Tuning for Knowledge Injection in Autoregressive LLMs
arXiv:2510.09885v5 Announce Type: replace
Abstract: Large language models (LLMs) are often used in environments where facts evolve, yet factual knowledge updates via fine-tuning on unstructured text often suffer from 1) reliance on compute-heavy parap…