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As other commenters have expounded on, the short answer is "no". While I definitely agree that one must be careful about falling into the trap of thinking everything is a nail to be hammered with NNs, it's also pretty common to fall into the "this is easy, why don't you just..." trap for things that humans do with (relative) ease.