Fixing RAG with GraphRAG

https://arxiv.org/abs/2404.16130

0:00 Introduction to RAG and its Limitations
1:08 Sense-Making and Graph-Based Approaches to RAG
2:27 Overview of the Graph RAG Pipeline
4:19 Extracting Concepts and Relationships from Documents
5:07 Summarizing Graph Elements and Clustering into Communities
6:32 Answering Queries with Graph RAG
8:58 Evaluating Graph RAG: Datasets and Question Generation
10:42 Comparing Graph RAG to Traditional RAG
12:25 Qualitative Example: Graph RAG vs. Traditional RAG
13:20 Quantitative Results: Graph RAG Outperforms Traditional RAG
14:14 Conclusion and Future Direction of RAG

Previous video explaining basics of RAG:    • Search with LLMs and vector embeddings  


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