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Dynamic reasoning systems for knowledge graph question answering include DRLK (Zhang M. et al., 2022), which extracts hierarchical QA context features, and QA-GNN (Yasunaga et al., 2021), which performs joint reasoning by scoring knowledge graph relevance and updating representations through graph neural networks.

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