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        <title>Cross-lingual Character-Level Neural Morphological Tagging</title>
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            <title>Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing</title>
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            <namePart type="given">Martha</namePart>
            <namePart type="family">Palmer</namePart>
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    <abstract>Even for common NLP tasks, sufficient supervision is not available in many languages – morphological tagging is no exception. In the work presented here, we explore a transfer learning scheme, whereby we train character-level recurrent neural taggers to predict morphological taggings for high-resource languages and low-resource languages together. Learning joint character representations among multiple related languages successfully enables knowledge transfer from the high-resource languages to the low-resource ones.</abstract>
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    <identifier type="doi">10.18653/v1/D17-1078</identifier>
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%0 Conference Proceedings
%T Cross-lingual Character-Level Neural Morphological Tagging
%A Cotterell, Ryan
%A Heigold, Georg
%Y Palmer, Martha
%Y Hwa, Rebecca
%Y Riedel, Sebastian
%S Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing
%D 2017
%8 September
%I Association for Computational Linguistics
%C Copenhagen, Denmark
%F cotterell-heigold-2017-cross
%X Even for common NLP tasks, sufficient supervision is not available in many languages – morphological tagging is no exception. In the work presented here, we explore a transfer learning scheme, whereby we train character-level recurrent neural taggers to predict morphological taggings for high-resource languages and low-resource languages together. Learning joint character representations among multiple related languages successfully enables knowledge transfer from the high-resource languages to the low-resource ones.
%R 10.18653/v1/D17-1078
%U https://aclanthology.org/D17-1078
%U https://doi.org/10.18653/v1/D17-1078
%P 748-759

Markdown (Informal)

[Cross-lingual Character-Level Neural Morphological Tagging](https://aclanthology.org/D17-1078) (Cotterell & Heigold, EMNLP 2017)

• Cross-lingual Character-Level Neural Morphological Tagging (Cotterell & Heigold, EMNLP 2017)

ACL

• Ryan Cotterell and Georg Heigold. 2017. Cross-lingual Character-Level Neural Morphological Tagging. In Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, pages 748–759, Copenhagen, Denmark. Association for Computational Linguistics.