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Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review. (arXiv:2202.12205v2 [cs.AI] UPDATED)
cs.CL updates on arXiv.org arxiv.org
Advocates for Neuro-Symbolic Artificial Intelligence (NeSy) assert that
combining deep learning with symbolic reasoning will lead to stronger AI than
either paradigm on its own. As successful as deep learning has been, it is
generally accepted that even our best deep learning systems are not very good
at abstract reasoning. And since reasoning is inextricably linked to language,
it makes intuitive sense that Natural Language Processing (NLP), would be a
particularly well-suited candidate for NeSy. We conduct a structured review …
ai arxiv language language processing natural natural language natural language processing neuro neuro-symbolic ai processing review symbolic ai