The proposed Guided Iterative Steps approach for operational question answering consistently outperforms both the single-pass Cypher generation baseline and the enhanced baseline that adds post-answer self-reflection, particularly in achieving comprehensive correctness as measured by maximum Pass@4 scores.

Authors

• Person: Not available Organization: arXiv
  Leveraging Knowledge Graphs and LLM Reasoning to Identify ...

Sources

• Leveraging Knowledge Graphs and LLM Reasoning to Identify ... arxiv.org arXiv via serper

Referenced by nodes (2)

• LLM-as-a-judge concept
• Cypher concept