Encode Once, Answer Many: Internalizing Context via Parametric Flow.

arXiv:2610.38356v1 Announce Type: new Abstract: Large language models are typically adapted to a task either by placing knowledge in the input context, which keeps it external and re-encodes it on every call, or by fine-tuning, which internalizes it but demand