And corrections beyond "do your best to be kind to people and understand who they are" are likely snake oil.
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There is deep pattern structure in language; that's what it's for. Big Data can elicit that structure; that's what *it's* for.
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The front end of Big Data is arithmetic. You can't argue with arithmetic. Back end is interpretation, and that's mostly crap.
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"man : computer programmer :: woman : homemaker" tells you *something* important, but it ain't necessarily Sin.
End of conversation
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. Banned in Sweden. SubGenius, Zhuangist, white-hat troll. Defrocked mathematician. Brain problems.