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In this chapter, following the research overview, we review the related literature from the following aspects, including: (1) symbolic knowledge graph reasoning, (2) neural knowledge graph reasoning, (3) neural symbolic knowledge graph reasoning and (4) LLMs with knowledge graph reasoning.

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Literature Review

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  • 发表日期：

    2026年

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  • Lihui Liu,
  • Hanghang Tong

摘要

In this chapter, following the research overview, we review the related literature from the following aspects, including: (1) symbolic knowledge graph reasoning, (2) neural knowledge graph reasoning, (3) neural symbolic knowledge graph reasoning and (4) LLMs with knowledge graph reasoning.