The first round of experiments in the KG-IRAG study tests four LLMs on three QA datasets (weatherQA-Irish, weatherQA-Sydney, and trafficQA-TFNSW) using three data formats: raw data (table) format, text data (transferred into text descriptions), and triplet format (KG structure). To minimize irrelevant information, input prompts are restricted to questions and the least amount of necessary data, with final answers compared against correct answers using exact match (EM) values.

Authors

• Person: Not available Organization: arXiv
  KG-IRAG: A Knowledge Graph-Based Iterative Retrieval-Augmented ...

Sources

• KG-IRAG: A Knowledge Graph-Based Iterative Retrieval-Augmented ... arxiv.org arXiv via serper

Referenced by nodes (2)

• KG-IRAG concept
• Exact Match concept