AI RESEARCH
Evolve: A Persistent Knowledge Lifecycle for Small Language Models
arXiv CS.LG
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ArXi:2604.23424v1 Announce Type: new Evolve pairs a small local language model with a persistent, teacher-compiled knowledge -- refined through sleep consolidation and usage-driven refresh -- to deliver substantial accuracy gains over the model's parametric baseline while amortizing teacher costs through cross-query knowledge reuse.