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1
Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets
In: https://hal.inria.fr/hal-03177623 ; 2021 (2021)
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2
MasakhaNER: Named entity recognition for African languages
In: EISSN: 2307-387X ; Transactions of the Association for Computational Linguistics ; https://hal.inria.fr/hal-03350962 ; Transactions of the Association for Computational Linguistics, The MIT Press, 2021, ⟨10.1162/tacl⟩ (2021)
Abstract: International audience ; We take a step towards addressing the underrepresentation of the African continent in NLP research by bringing together different stakeholders to create the first large, publicly available, high-quality dataset for named entity recognition (NER) in ten African languages. We detail the characteristics of these languages to help researchers and practitioners better understand the challenges they pose for NER tasks. We analyze our datasets and conduct an extensive empirical evaluation of stateof-the-art methods across both supervised and transfer learning settings. Finally, we release the data, code, and models to inspire future research on African NLP. 1
Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]
URL: https://hal.inria.fr/hal-03350962
https://doi.org/10.1162/tacl
https://hal.inria.fr/hal-03350962/document
https://hal.inria.fr/hal-03350962/file/adelani_TACL2021.pdf
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3
Modelling Latent Translations for Cross-Lingual Transfer ...
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4
Can Multilinguality benefit Non-autoregressive Machine Translation? ...
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5
Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets ...
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6
Evaluating Multiway Multilingual NMT in the Turkic Languages ...
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7
The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation ...
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8
Reinforcement Learning for Machine Translation: from Simulations to Real-World Applications ...
Kreutzer, Julia. - : Heidelberg University Library, 2020
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9
Neural Machine Translation for Extremely Low-Resource African Languages: A Case Study on Bambara ...
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10
Participatory Research for Low-resourced Machine Translation:A Case Study in African Languages
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11
Reinforcement Learning for Machine Translation: from Simulations to Real-World Applications
Kreutzer, Julia. - 2020
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