Nicholas Dingwall
2018
Mittens: an Extension of GloVe for Learning Domain-Specialized Representations
Nicholas Dingwall
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Christopher Potts
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers)
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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