reference
The KG-Adapter method, proposed by Tian et al. in 2024, utilizes parameter-efficient fine-tuning and joint reasoning with Llama-2-7B-base and Zephyr-7B-alpha language models, incorporating ConceptNet and Freebase knowledge graphs to perform KGQA, MCQA, OBQA, and CWQ tasks on the OBQA, CSQA, WQSP, and CWQ datasets, evaluated using Acc and Hits@1 metrics.

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