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        <title>Mittens: an Extension of GloVe for Learning Domain-Specialized Representations</title>
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    <name type="personal">
        <namePart type="given">Nicholas</namePart>
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            <namePart type="given">Marilyn</namePart>
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            <namePart type="given">Heng</namePart>
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            <namePart type="given">Amanda</namePart>
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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.</abstract>
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    <identifier type="doi">10.18653/v1/N18-2034</identifier>
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%0 Conference Proceedings
%T Mittens: an Extension of GloVe for Learning Domain-Specialized Representations
%A Dingwall, Nicholas
%A Potts, Christopher
%Y Walker, Marilyn
%Y Ji, Heng
%Y Stent, Amanda
%S Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers)
%D 2018
%8 June
%I Association for Computational Linguistics
%C New Orleans, Louisiana
%F dingwall-potts-2018-mittens
%X 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.
%R 10.18653/v1/N18-2034
%U https://aclanthology.org/N18-2034
%U https://doi.org/10.18653/v1/N18-2034
%P 212-217

Markdown (Informal)

[Mittens: an Extension of GloVe for Learning Domain-Specialized Representations](https://aclanthology.org/N18-2034) (Dingwall & Potts, NAACL 2018)

• Mittens: an Extension of GloVe for Learning Domain-Specialized Representations (Dingwall & Potts, NAACL 2018)

ACL

• Nicholas Dingwall and Christopher Potts. 2018. Mittens: an Extension of GloVe for Learning Domain-Specialized Representations. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers), pages 212–217, New Orleans, Louisiana. Association for Computational Linguistics.