Translated data: KG-GPT is a versatile framework that leverages large language models for inference tasks on knowledge graphs. It excels on the FACTKG dataset, outperforming several fully supervised models. KG-GPT demonstrates robust generalization capabilities on the MetaQA dataset, particularly in multi-hop tasks. However, there is still room for improvement in few-shot learning scenarios for KG-GPT.