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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets
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In: https://hal.inria.fr/hal-03177623 ; 2021 (2021)
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A Large-Scale Study of Machine Translation in the Turkic Languages ...
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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets ...
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Evaluating Multiway Multilingual NMT in the Turkic Languages ...
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A Large-Scale Study of Machine Translation in Turkic Languages ...
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Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.475/ Abstract: Recent advances in neural machine translation (NMT) have pushed the quality of machine translation systems to the point where they are becoming widely adopted to build competitive systems. However, there is still a large number of languages that are yet to reap the benefits of NMT. In this paper, we provide the first large-scale case study of the practical application of MT in the Turkic language family in order to realize the gains of NMT for Turkic languages under high-resource to extremely low-resource scenarios. In addition to presenting an extensive analysis that identifies the bottlenecks towards building competitive systems to ameliorate data scarcity, our study has several key contributions, including, i) a large parallel corpus covering 22 Turkic languages consisting of common public datasets in combination with new datasets of approximately 2 million parallel sentences, ii) bilingual baselines for 26 language pairs, iii) ...
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Keyword:
Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Machine translation; Natural Language Processing
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URL: https://dx.doi.org/10.48448/512s-v754 https://underline.io/lecture/37958-a-large-scale-study-of-machine-translation-in-turkic-languages
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Can Transformer Language Models Predict Psychometric Properties? ...
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Evaluating Multiway Multilingual NMT in the Turkic Languages ...
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Can Transformer Langauge Models Predict Psychometric Properties? ...
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Turkic Interlingua: A Case Study of Machine Translation in Low-resource Languages
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In: Graduate Theses and Dissertations (2021)
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