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Large-scale Knowledge Graphs often exhibit limited representation in specialized domains such as medicine and law, where many entities and relations are missing or weakly connected, creating a coverage gap and structural sparsity that limits their usefulness in tasks requiring nuanced domain-specific reasoning.

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