知识图谱的二十年演进

This paper traces the evolution of knowledge graphs across three generations: entity-based knowledge graphs (KGs), text-rich KGs, and the emerging convergence of KGs and large language models. The boundary between symbolic and neural knowledge continues to blur, leading to a new era of flexible, context-aware knowledge systems.