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arXiv ↔ Knowledge Graph

Relations (1)

cross_type 1.58 — strongly supporting 2 facts

The concepts are related because arXiv serves as the publication platform for research papers that explore the application of Knowledge Graphs, such as the study on causal reasoning [1] and the development of KG²RAG frameworks [2].

Facts (2)

Sources
LLM-empowered knowledge graph construction: A survey - arXiv arxiv.org arXiv 1 fact
referenceYejin Kim, Eojin Kang, Juae Kim, and H. Howie Huang authored 'Causal Reasoning in Large Language Models: A Knowledge Graph Approach', published as an arXiv preprint in October 2024.
Knowledge Graphs vs RAG: When to Use Each for AI in 2026 - Atlan atlan.com Atlan 1 fact
claimResearch published in arXiv demonstrates that KG²RAG (Knowledge Graph-Guided Retrieval Augmented Generation) frameworks, which utilize knowledge graphs to provide fact-level relationships between chunks, improve both response quality and retrieval quality compared to existing RAG approaches.