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1
Combining Static and Contextualised Multilingual Embeddings ...
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2
Do Multilingual Language Models Capture Differing Moral Norms? ...
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3
Czech image captioning, machine translation, sentiment analysis and summarization (Neural Monkey models)
Libovický, Jindřich; Rosa, Rudolf; Helcl, Jindřich. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2020
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4
On the Language Neutrality of Pre-trained Multilingual Representations ...
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5
How Language-Neutral is Multilingual BERT? ...
Abstract: Multilingual BERT (mBERT) provides sentence representations for 104 languages, which are useful for many multi-lingual tasks. Previous work probed the cross-linguality of mBERT using zero-shot transfer learning on morphological and syntactic tasks. We instead focus on the semantic properties of mBERT. We show that mBERT representations can be split into a language-specific component and a language-neutral component, and that the language-neutral component is sufficiently general in terms of modeling semantics to allow high-accuracy word-alignment and sentence retrieval but is not yet good enough for the more difficult task of MT quality estimation. Our work presents interesting challenges which must be solved to build better language-neutral representations, particularly for tasks requiring linguistic transfer of semantics. ... : 6 pages, 3 figures ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/1911.03310
https://dx.doi.org/10.48550/arxiv.1911.03310
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6
Czech image captioning, machine translation, and sentiment analysis (Neural Monkey models)
Libovický, Jindřich; Rosa, Rudolf; Helcl, Jindřich. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2018
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7
Machine Translation Evaluation beyond the Sentence Level
Libovický, Jindřich; Brovelli (Meyer), Thomas; Cartoni, Bruno. - : European Association for Machine Translation, 2018
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8
Khresmoi Summary Translation Test Data 2.0
Dušek, Ondřej; Hajič, Jan; Hlaváčová, Jaroslava. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2017
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9
Khresmoi Query Translation Test Data 2.0
Pecina, Pavel; Dušek, Ondřej; Hajič, Jan. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2017
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10
Neural Monkey: An Open-source Tool for Sequence Learning
In: Prague Bulletin of Mathematical Linguistics , Vol 107, Iss 1, Pp 5-17 (2017) (2017)
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11
CzEng 1.6: Enlarged Czech-English Parallel Corpus with Processing Tools Dockered
Bojar, Ondřej [Verfasser]; Dušek, Ondřej [Verfasser]; Kocmi, Tom [Verfasser]. - Aachen : Universitätsbibliothek der RWTH Aachen, 2016
DNB Subject Category Language
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12
KER - Keyword Extractor
Libovický, Jindřich. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2016
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