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

March 27, 2018 ยท Declared Dead ยท ๐Ÿ› North American Chapter of the Association for Computational Linguistics

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Authors Nicholas Dingwall, Christopher Potts arXiv ID 1803.09901 Category cs.CL: Computation & Language Citations 42 Venue North American Chapter of the Association for Computational Linguistics Last Checked 4 months ago
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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