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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 ...
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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 ...
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Keyword:
000; 004; FOS Computer and information sciences; natural language processing, representation learning, multilinguality, machine learning, word embeddings
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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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How Agricultural Digital Innovation Can Benefit from Semantics: The Case of the AGROVOC Multilingual Thesaurus
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In: Engineering Proceedings ; Volume 9 ; Issue 1 (2021)
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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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Sustaining Multilinguality: Case Studies of Two Multilingual Digital Libraries
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Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity
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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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Multilinguale Herausforderungen in der Sacherschließung ...
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Forschungsdokumentation zur Studie "Multilinguale Herausforderungen in der Sacherschließung - ein Retrievaltest an einem mehrsprachigen Bibliotheksbestand" ...
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Forschungsdokumentation zur Studie "Multilinguale Herausforderungen in der Sacherschließung - ein Retrievaltest an einem mehrsprachigen Bibliotheksbestand"
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UniMorph 3.0: Universal Morphology
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In: Proceedings of the 12th Language Resources and Evaluation Conference (2020)
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