networks major drawback statistical methods require elaborate feature engineering since field thus largely abandoned statistical methods shifted neural networks machine learning popular techniques include use word embeddings capture semantic properties words increase end end learning higher level task eg question answering instead relying pipeline separate intermediate tasks eg part speech tagging dependency parsing areas shift entailed substantial changes nlp systems designed deep neural network based approaches may viewed
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