Graph–language synergy in intelligent information systems: A systems-level review of GNN–LLM integration, GraphRAG, and knowledge-grounded reasoning

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Authors: Arash Salehpour, Alireza Souri, Sisi Zhou, Kuanching Li
Cited by: 1
References: 18

Fields of Study & Subjects

Advanced Graph Neural Networks Graph Theory and Algorithms Semantic Web and Ontologies

Publication details

Journal / source
Computer Standards & Interfaces
Publisher
Elsevier BV
Volume
99
Pages
104179–104179
Publication date
27 May 2026
Language
EN