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

2018-03-27NAACL 2018Code Available0· sign in to hype

Nicholas Dingwall, Christopher Potts

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Abstract

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.

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