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Reliable Graph RAG with Neo4j and Diffbot 7 дней назад


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Reliable Graph RAG with Neo4j and Diffbot

We're developing a GraphRAG system using Diffbot's APIs to construct reliable knowledge graphs, which are then stored in a Neo4j graph database for efficient querying and information retrieval. 0:00 intro 0:22 brief overview of graph rag and knowledge graphs 0:50 potential pitfalls of vector-based rag 1:29 graph rag research by microsoft 2:09 potential pitfalls of llms constructing knowledge graphs 2:20 brief intro of entity resolution 3:03 entity resolution problem with gpt-4 3:41 entity resolution handled by Diffbot 3:51 Graph RAG demo + article importer 4:37 web scraping without worrying about hallucinated sources 5:24 KG construction from news article 5:37 enrich the knowledge graph with Enhance API 5:57 final network graph 6:09 question answering (vector vs. vector+kg) 7:26 more examples (vector vs. vector+kg) 7:35 skip the outro and have fun with the repo! 7:52 attribution to Tomaž Bratanic and Anej Gorkič Get your free Diffbot token to start building graph rag at: app.diffbot.com/get-started Github repo for this Graph RAG project: https://github.com/tomasonjo/diffbot-... #graphrag #knowledgegraphs #llms

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