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P.  Hitzler, Rayan, R., Zalewski, J., Norouzi, S. Saki, Eberhart, A., and Vasserman, E. Y., ?Deep Deductive Reasoning is a Hard Deep Learning Problem?, Neurosymbolic Artificial Intelligence, 2025.\par \par }