When using the PuppyGraph RAG Chatbot, users can input natural language queries, such as requesting the five customer–product pairs with the largest total quantities ordered. The system allows users to verify the LLM's reasoning by expanding conversation details to view the generated formal query code, which demonstrates how the tool traverses graph relationships from customers through orders to products to aggregate and rank item quantities.

Authors

• Person: Not available Organization: PuppyGraph
  LLM Knowledge Graph: Merging AI with Structured Data - PuppyGraph

Sources

• LLM Knowledge Graph: Merging AI with Structured Data - PuppyGraph www.puppygraph.com PuppyGraph via serper

Referenced by nodes (1)

• natural language querying concept