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Large Language Models are linked to explainability because their inherent probabilistic nature presents significant challenges for achieving transparency in knowledge graph reasoning, as noted in [1].

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Practices, opportunities and challenges in the fusion of knowledge ... frontiersin.org Frontiers 1 fact
claimThe probabilistic nature of Large Language Models (LLMs) creates fundamental explainability barriers in knowledge graph reasoning tasks.