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Bayesian phylogenetics, sequence alignment and the genetic structure of the Kainji languages. ...
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Learning Crosslingual Word Embeddings without Bilingual Corpora ...
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Abstract:
Crosslingual word embeddings represent lexical items from different languages in the same vector space, enabling transfer of NLP tools. However, previous attempts had expensive resource requirements, difficulty incorporating monolingual data or were unable to handle polysemy. We address these drawbacks in our method which takes advantage of a high coverage dictionary in an EM style training algorithm over monolingual corpora in two languages. Our model achieves state-of-the-art performance on bilingual lexicon induction task exceeding models using large bilingual corpora, and competitive results on the monolingual word similarity and cross-lingual document classification task. ...
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Keyword:
Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/1606.09403 https://dx.doi.org/10.48550/arxiv.1606.09403
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23 |
Language Preservation 2.0: Crowdsourcing oral language documentation using mobile devices
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24 |
Documentary Linguistics and Computational Linguistics: A response to Brooks
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Practical Natural Language Processing for Low-Resource Languages.
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Documentary Linguistics and Computational Linguistics: A response to Brooks
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27 |
Language Preservation 2.0: Crowdsourcing oral language documentation using mobile devices
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28 |
Computational support for early elicitation and classification of tone
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Computational support for early elicitation and classification of tone
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31 |
The International Workshop on Language Preservation: An Experiment in Text Collection and Language Technology
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The International Workshop on Language Preservation: An Experiment in Text Collection and Language Technology
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35 |
Equipping university students to document their ancestral languages
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