GraphRAG: The Practical Guide for Cost-Effective Document Analysis with Knowledge Graphs

Jaykumaran Jaykumaran
March 13, 2025 Leave a Comment
Generative AI LLMs NLP RAGs

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GraphRAG integrates structured Knowledge Graphs (KGs) with semantic chunks (vectors), it enables LLMs to reason over multi-hop connections for complex queries and connect the dots between different ...

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LightRAG: Simple and Fast Alternative to GraphRAG for Legal Doc Analysis

Jaykumaran Jaykumaran
November 12, 2024 1 Comment
Deep Learning Generative AI LLMs

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LightRAG is an innovative approach based on GraphRAG that combines the attributes of Knowledge Graphs with embedding-based retrieval systems, making it fast as well as performant, achieving SOTA ...

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