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Amazon at NAACL 2021: The return of symbolic semantics

Deep learning hit a wall. Amazon's solution? Go back to symbolic AI from the 1980s.

Reporting by Amazon Science 1 min brief
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The KeyNews take

Why it matters

Amazon researchers are advocating for hybrid AI approaches that combine deep learning with symbolic reasoning, suggesting current pure neural network approaches may be reaching limitations that require fundamental architectural changes.

The key facts

3 to know

  1. Amazon Scholar Heng Ji presenting at NAACL 2021

  2. Focus on combining deep learning with symbolic semantics

  3. Return to linguistic intuition in AI models

Go to the source

Amazon Scienceamazon.science

Publisher excerpt: Amazon Scholar Heng Ji says that deep learning could benefit from the addition of a little linguistic intuition.
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