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Rahul Ghosh

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Open access Jun 2026

Is GraphRAG Needed? From Basic RAG to Graph-/Agentic Solutions with Context Optimization

A framework for different RAG scenarios evaluation and comparison on semi-structured knowledge bases, including regular RAG, GraphRAG, Modular RAG and Agentic RAG, and a novel context engineering method for GraphRAG and Agentic RAG, addressing the context/memory overflow issues.

Long Chen, Ryan Razkenari, Yuxuan Zhou et al. · 0 citations