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工业级 LLM 数据工程:北京大学 DCAI 团队 DataFlow 框架的架构设计与实践
在大模型(LLM)研发进入深水区的 2026 年,行业共识正经历从“模型中心(Model-Centric)”向“数据中心(Data-Centric)”的深刻演进。随着 Scaling Law 进入平台期,开发者发现:单纯堆砌 Token 数量已边际效应递减,数据的语义密度(Semantic Density)与工程精度成为了突破模型性能上限的关键。
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