global mode — 2 Technical Articles

Jul 9, 2025 · Artificial Intelligence

Boosting RAG Accuracy with GraphRAG: Large‑Scale KG Build and Mode Comparison

This article demonstrates how to construct a knowledge graph from a 58,099‑character document using GraphRAG, measures the indexing time on an M2 PRO machine, and compares Global, Local, and Drift query modes, highlighting three scenarios where Local mode is unsuitable.

GraphRAGKnowledge GraphRAG

0 likes · 11 min read

Boosting RAG Accuracy with GraphRAG: Large‑Scale KG Build and Mode Comparison

Fun with Large Models

Jun 27, 2025 · Artificial Intelligence

Boost Answer Accuracy: Detailed GraphRAG Retrieval Steps with Knowledge Graphs

This article walks through GraphRAG’s retrieval phase, showing how knowledge‑graph entities, relationships, and community reports are assembled into a query context, comparing local and global modes with traditional RAG, and illustrating the process with a concrete “Age of Big Data” example.

GraphRAGKnowledge GraphLLM

0 likes · 14 min read

Boost Answer Accuracy: Detailed GraphRAG Retrieval Steps with Knowledge Graphs