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What is Collaborative Reasoning with KG and LLMs about?

This study proposes an innovative reasoning scheme that integrates Knowledge Graphs (KG) with Large Language Models (LLMs) to enhance their performance in Natural Language Processing tasks. The scheme addresses challenges such as hallucinations and knowledge updating by allowing LLMs to actively retrieve and reason with task-relevant knowledge subgraphs, resulting in improved accuracy and transparency. Experimental results demonstrate significant performance improvements, particularly on the QALD10 dataset,

Author

1049933755

Language

EN