Learn how GraphRAG transforms unstructured text into structured data, revolutionizing AI retrieval with deeper insights and ...

GraphRAG organizes information into a graph of knowledge, enabling it to leverage relationships between pieces of information, much like how Google revolutionized web search by treating pages as ...

Building a knowledge graph is a task that has been done for ... the structure of our assistant becomes more complex when using the graphRAG approach (see next picture). We will return later ...

GraphRAG improves on RAG by using a knowledge graph created from a search index to then generate summaries referred to as community reports. The indexing engine segments the search index into ...

According to an April Microsoft research paper, GraphRAG required up to 97% fewer tokens while still providing more comprehensive answers than standard RAG. When a knowledge graph is used as part ...

Signals are converging and leading me to believe that 2025 is the Year of the Knowledge Graph. But before we get carried away ...

“The fact that we were able to build such a sophisticated knowledge graph and combine it with LLMs is where the real power is.” In practice, GraphRAG allows for more nuanced and context-aware ...

Knowledge graphs give enterprises a deep understanding ... This is essentially what GraphRAG is doing: traversing a graph of information and using context to provide the most relevant, accurate ...