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ELMo embeddings models for seven languages
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Ulčar, Matej. - : Faculty of Computer and Information Science, University of Ljubljana, 2019
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Abstract:
ELMo language model (https://github.com/allenai/bilm-tf) used to produce contextual word embeddings, trained on large monolingual corpora for 7 languages: Slovenian, Croatian, Finnish, Estonian, Latvian, Lithuanian and Swedish. Each language's model was trained for approximately 10 epochs. Corpora sizes used in training range from over 270 M tokens in Latvian to almost 2 B tokens in Croatian. About 1 million most common tokens were provided as vocabulary during the training for each language model. The model can also infer OOV words, since the neural network input is on the character level. Each model is in its own .tar.gz archive, consisting of two files: pytorch weights (.hdf5) and options (.json). Both are needed for model inference, using allennlp (https://github.com/allenai/allennlp/blob/master/tutorials/how_to/elmo.md) python library.
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Keyword:
contextual embeddings; Croatian language; ELMo; Estonian language; Finnish language; Latvian language; Lithuanian language; Slovenian language; Swedish language; word embeddings
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URL: http://hdl.handle.net/11356/1277
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| 43 |
The Reception of the Swedish Retranslation of James Joyce’s Ulysses (2012)
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In: Humanities ; Volume 8 ; Issue 3 (2019)
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| 47 |
Zwischen "hen" und "-x" : antidiskriminierende und geschlechtsneutrale Sprache im Wandel
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| 48 |
Posture, location, and activity in Mainland Scandinavian pseudocoordinations
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In: CogniTextes, Vol 18 (2019) (2019)
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| 49 |
Coming nearer and nearer: A cognitive grammar account of the third person plural impersonal
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In: Cognitive Studies | Études cognitives; No 19 (2019) ; 2392-2397 (2019)
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| 50 |
State-of-the-art on monolingual lexicography for Sweden
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In: Slovenščina 2.0: Empirične, aplikativne in interdisciplinarne raziskave, Vol 7, Iss 1 (2019) (2019)
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| 51 |
“…who has had the courage and ambition to learn Swedish”. The Handlingar
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In: ISSN: 2105-2557 ; EISSN: 2105-2557 ; La Révolution française - Cahiers de l’Institut d’histoire de la Révolution française ; https://hal.archives-ouvertes.fr/hal-01697996 ; La Révolution française - Cahiers de l’Institut d’histoire de la Révolution française, Institut d'Histoire de la Révolution française, 2018, Pratiques et enjeux scientifiques, intellectuels et politiques de la traduction (vers 1660-vers 1840), Volume 2 – Les enjeux scientifiques des traductions entre Lumières et Empire (13), ⟨10.4000/lrf.1910⟩ (2018)
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| 53 |
Concreteness and imageability lexicon MEGA.HR-Crossling
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Ljubešić, Nikola. - : Jožef Stefan Institute, 2018. : Faculty of Humanities and Social Sciences, University of Zagreb, 2018
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| 56 |
Mastering complex Swedish NPs: A comparison of non-immersion pupils and immersion L1 Finnish pupils
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In: Journal of the European Second Language Association; Vol 2, No 1 (2018); 14-23 ; 2399-9101 (2018)
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| 57 |
Feature Selection for Sentiment Analysis of Swedish News Article Titles ; Val av datarepresentation för sentimentsanalys av svenska nyhetsrubriker
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Dahl, Jonas. - : KTH, Skolan för elektroteknik och datavetenskap (EECS), 2018
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| 60 |
Shooting range at the Swedish National Biathlon Arena in Östersund, Sweden
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