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GraphRAG, KG-RAG, ToG, ToG2.0, and FMEA-RAG incorporate structured graph reasoning and multi-hop retrieval into the RAG framework, allowing large language models to reason over graph-structured evidence for tasks such as industrial fault diagnosis, knowledge-based summarization, and domain-specific decision making.

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