A comparison of two neurosymbolic designs concludes that the hybrid design, pairing an LLM with a separate symbolic solver, is the more promising path to general logical reasoning.
Truth table net: Scalable, compact & verifiable neural networks with a dual convolutional small boolean circuit networks form
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A Comparative Study of Neurosymbolic AI Approaches to Interpretable Logical Reasoning
A comparison of two neurosymbolic designs concludes that the hybrid design, pairing an LLM with a separate symbolic solver, is the more promising path to general logical reasoning.