Mittens: An Extension of GloVe for Learning Domain-Specialized Representations

03/27/2018

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by   Nicholas Dingwall, et al.

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We present a simple extension of the GloVe representation learning model that begins with general-purpose representations and updates them based on data from a specialized domain. We show that the resulting representations can lead to faster learning and better results on a variety of tasks.