The CoE exploration process involves a cyclical lookup phase consisting of four steps: (1) executing Cypher queries to retrieve connected nodes and relationships in the knowledge graph, (2) ranking nodes or relationships by relevance using dense vector embeddings, (3) utilizing an LLM to filter and select the most relevant nodes or relationships for continuing exploration hops, and (4) evaluating the alignment of the current traversal with the initial plan to decide whether to continue, adjust, or synthesize a response.

Authors

• Person: Not available Organization: arXiv
  KG-RAG: Bridging the Gap Between Knowledge and Creativity - arXiv

Sources

• KG-RAG: Bridging the Gap Between Knowledge and Creativity - arXiv arxiv.org arXiv via serper

Referenced by nodes (2)

• Knowledge Graph concept
• Cypher concept