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There are already tons of systems (for example Google Translate) that combine rule-based reasoning with probabilistic reasoning. Looks to be working to me.



Interesting. Do you have any sources on Google Translate using rule-based reasoning?


Machine Translation, by Thierry Poibeau, 2017.


Alas, that was around the time Google Translate switched to Neural Networks:

See https://blog.google/products/translate/found-translation-mor... and https://en.wikipedia.org/wiki/Google_Neural_Machine_Translat...

It doesn't look like they are still using any rule-based reasoning?

The blog post says:

> With this update, Google Translate is improving more in a single leap than we’ve seen in the last ten years combined. [...]

Which seems pretty strong evidence to me that moving away from rule-based reasoning or even a hybrid approach that includes rule-based reasoning, was a clear win?


It's not "strong evidence" but a strong claim.




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