<ul><li>The plain-English neural network (PENN) is a binary classifier expressed as prose, eliminating the need for external calculators.</li><li>In PENN, the weights in traditional deep neural networks are spelled out as sentences, improving explainability.</li><li>The capabilities of the plain-English neural net are limited by the context-window length, similar to the limitation of neurons in deep neural networks.</li><li>PENN allows for each weight to be self-documented, providing reasons for predictions and enhancing understanding.</li></ul>

Plain-English Neural Networks (PENN)

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