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the combination of expert systems or knowledge based systems and inference systems (ML) to produce smaller but more capably systems... best of both worlds - Transformers networks can produce knowledge but requires huge amounts of training and stores it wastefully, spread in the network.

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That's an interesting point Ben. There might be some benefit to distributed representations within the larger network which can spark unexpected connections, yielding novelty which we tend to value.

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