Self-Consolidating Language Models: Continual Knowledge Incorporation from Context
arXiv:2605.07076v2 Announce Type: replace
Abstract: Large language models (LLMs) increasingly receive information as streams of passages, conversations, and long-context workflows. While longer context windows expose more evidence, they do not ensure …