Transformers solve these using attention (for alignment), MLPs (for arithmetic), and autoregressive generation (for carry propagation). The question is how small the architecture can be while still implementing all three.
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An image of Geisel at a Lincoln College Bump Supper remains in his personal collection in San Diego