On Deep Learning in NLP

I don't think it is needed in all the cases. I believe a lot of things can be developed on dependency or semantic parser..deep learning is useful for uncovering hidden features. parsers already do that.

Deep learning is more useful for complex patterns which cannot be understood by humans. NLP is different. Here parsers can do all the heavy lifting. Graphs take care of dimensionality issue to a great extent. 

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