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Xiangrong Zhu, Yuexiang Xie, Yi Liu, Yaliang Li, and Wei Hu (2025) conducted a literature review by retrieving research papers published since 2021 using Google Scholar and PaSa, utilizing search phrases such as 'knowledge graph and language model for question answering' and 'KG and LLM for QA', while extending the search scope for benchmark dataset papers to 2016.

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