Evolve: A Persistent Knowledge Lifecycle for Small Language Models
arXiv:2604.23424v1 Announce Type: cross
Abstract: Evolve pairs a small local language model with a persistent, teacher-compiled knowledge store — refined through sleep consolidation and usage-driven refresh — to deliver substantial accuracy gains ov…