Cortex: Consolidating Context into Parametric Memory.

arXiv:2610.20399v1 Announce Type: cross Abstract: Context can improve large language model performance, but these gains may be lost after context removal. Inspired by biological systems consolidation, we formulate Memory Consolidation (MC) as internalizing the