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Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (report) ...
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Distributed representations for multilingual language processing ...
Dufter, Philipp. - : Ludwig-Maximilians-Universität München, 2021
Abstract: Distributed representations are a central element in natural language processing. Units of text such as words, ngrams, or characters are mapped to real-valued vectors so that they can be processed by computational models. Representations trained on large amounts of text, called static word embeddings, have been found to work well across a variety of tasks such as sentiment analysis or named entity recognition. More recently, pretrained language models are used as contextualized representations that have been found to yield even better task performances. Multilingual representations that are invariant with respect to languages are useful for multiple reasons. Models using those representations would only require training data in one language and still generalize across multiple languages. This is especially useful for languages that exhibit data sparsity. Further, machine translation models can benefit from source and target representations in the same space. Last, knowledge extraction models could not only ...
Keyword: 000; 004; FOS Computer and information sciences; natural language processing, representation learning, multilinguality, machine learning, word embeddings
URL: https://dx.doi.org/10.5282/edoc.28014
https://edoc.ub.uni-muenchen.de/id/eprint/28014
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Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (poster) ...
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Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (dataset) ...
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Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (poster) ...
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Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (dataset) ...
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Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (report) ...
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8
How Agricultural Digital Innovation Can Benefit from Semantics: The Case of the AGROVOC Multilingual Thesaurus
In: Engineering Proceedings ; Volume 9 ; Issue 1 (2021)
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9
SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation (MCL-WiC) ...
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SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation (MCL-WiC) ...
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11
Sustaining Multilinguality: Case Studies of Two Multilingual Digital Libraries
Wu, Anping. - : University of North Texas, 2021
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Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity
In: ISSN: 0891-2017 ; EISSN: 1530-9312 ; Computational Linguistics ; https://hal.archives-ouvertes.fr/hal-02975786 ; Computational Linguistics, Massachusetts Institute of Technology Press (MIT Press), 2020, 46 (4), pp.847-897 ; https://direct.mit.edu/coli/article/46/4/847/97326/Multi-SimLex-A-Large-Scale-Evaluation-of (2020)
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WinoST: Evaluating Gender Bias in Speech Translation ...
Costa-Jussa, Marta R.. - : Zenodo, 2020
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WinoST: Evaluating Gender Bias in Speech Translation ...
Costa-Jussa, Marta R.. - : Zenodo, 2020
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15
Multilinguale Herausforderungen in der Sacherschließung ...
Fallert, Sarah. - : Humboldt-Universität zu Berlin, 2020
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Forschungsdokumentation zur Studie "Multilinguale Herausforderungen in der Sacherschließung - ein Retrievaltest an einem mehrsprachigen Bibliotheksbestand" ...
Fallert, Sarah. - : Humboldt-Universität zu Berlin, 2020
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Forschungsdokumentation zur Studie "Multilinguale Herausforderungen in der Sacherschließung - ein Retrievaltest an einem mehrsprachigen Bibliotheksbestand"
Fallert, Sarah. - : Humboldt-Universität zu Berlin, 2020
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18
Multilinguale Herausforderungen in der Sacherschließung
Fallert, Sarah. - : Humboldt-Universität zu Berlin, 2020
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19
UniMorph 3.0: Universal Morphology
In: Proceedings of the 12th Language Resources and Evaluation Conference (2020)
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UniMorph 3.0: Universal Morphology ...
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