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akollegger/graphiti_vs_graphrag.csv

Created March 21, 2025 09:22
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Comparison table of Graphiti and GraphRAG for Medium Article
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graphiti_vs_graphrag.csv
Aspect Graph RAG Graphiti
Primary Use Static data summarization Dynamic real-time data
Data Handling Batch-oriented Continuous, incremental updates
Knowledge Structure Entity clusters & community summaries Three-tiered: episodes, semantic entities, communities
Retrieval Method Multiple sequential LLM calls Hybrid (cosine, BM25, breadth-first), no LLM summarizations required
Adaptability Low High
Temporal Handling Basic timestamp metadata Rich temporal metadata
Contradiction Handling Limited to LLM’s judgement during summarization Edge invalidation with temporal tracking
Query Latency Seconds to tens of seconds Hundreds of milliseconds
Custom Entity Types No Yes, highly customizable
Scalability Moderate High, designed for scale
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@danielchalef FYI this is a "port" from the google doc, do embedding in the medium article.

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