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Another obvious choice: When learning human languages, should we start by learning syntax before semantics or the other way around.

If you are using term vectors, then you are learning word-level semantics before syntax.

This is why GPUs are required.

Without term vectors we can learn a million times faster.

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Absolutely right. And people learn the language that way.

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