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The authors of 'Neuro-Symbolic AI: Explainability, Challenges, and Future Trends' classify neuro-symbolic AI explainability into five categories: implicit intermediate representations and implicit prediction, partially explicit intermediate representations and partially explicit prediction, explicit intermediate representations or explicit prediction, explicit intermediate representation and explicit prediction, and unified representation and explicit prediction.

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