Graphrag: Enriching Rag Conversations With Knowledge Graphs

Name: Graphrag:%20Enriching%20Rag%20Conversations%20With%20Knowledge%20Graphs
Uploaded: 2024-07-26

Posted Jul 26, 2024 | Views 272

# GraphRAG

# LLMs

# Graphlit

speaker

Kirk Marple

Founder, CEO @ Graphlit

Kirk Marple is the founder and CEO of Graphlit, an end-to-end API that leverages RAG to that ingests unstructured data and leverages retrieval augmented generation to improve accuracy, domain specificity, adaptability, and context understanding in vertical AI app dev. His 30 year career in data and software leadership includes serving at Microsoft and General Motors.

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SUMMARY

By integrating LLM-based entity extraction into unstructured data workflows, knowledge graphs can be created which illustrate the named entities and relationships in your content. Kirk will discuss how knowledge graphs can be leveraged in RAG pipelines to provide greater context for the LLM response, as well as utilizing entity extraction for better content filtering. Using GraphRAG, developers can build enriched user experiences - pulling data from a wide variety of sources, not just what is accessible with standard RAG vector search retrieval.

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TRANSCRIPT

Slides https://docs.google.com/presentation/d/1jDeltxuWtTBuerO6nMEY2dm2BWDIMJX0qBs-QySHMjQ/edit?usp=sharing

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