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Image Credit: Arxiv

Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models

  • Large Language Models (LLMs) struggle with tasks requiring external knowledge.
  • Knowledge Graphs (KGs) can enhance reasoning, but existing methods demand costly fine-tuning or retrieve noisy KG information.
  • Question-Aware Knowledge Graph Prompting (QAP) dynamically assesses KG relevance and incorporates question embeddings into reasoning.
  • Experimental results demonstrate that QAP outperforms state-of-the-art methods in Multiple Choice Question Answering tasks.

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