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Are there really all that many parallels between linguistics (the study of langauge) and computational-linguistics/NLP (subject of discussion)?

Computational linguistics, yes - it is the application of linguistics to computers.

Modern NLP, not really - it's all based around statistical modeling with very little linguistics.

IME, computational linguistics is just NLP and has been for 10 years or so.