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Frameworks such as the Neuro-Symbolic Concept Learner (NS-CL) and Logic Tensor Networks (LTNs) enhance interpretability and abstraction in visual understanding by fusing deep learning's feature extraction with symbolic AI's structured knowledge representation.

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