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Hits 1 – 3 of 3
1
Backtranslation in Neural Morphological Inflection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Hulden, Mans
;
Liu, Ling
. - : Underline Science Inc., 2021
Abstract:
Backtranslation is a common technique for leveraging unlabeled data in low-resource scenarios in machine translation. The method is directly applicable to morphological inflection generation if unlabeled word forms are available. This paper evaluates the potential of backtranslation for morphological inflection using data from six languages with labeled data drawn from the SIGMORPHON shared task resource and unlabeled data from different sources. Our core finding is that backtranslation can offer modest improvements in low-resource scenarios, but only if the unlabeled data is very clean and has been filtered by the same annotation standards as the labeled data. ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Machine translation
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/mhc1-hn61
https://underline.io/lecture/39458-backtranslation-in-neural-morphological-inflection
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2
To POS Tag or Not to POS Tag: The Impact of POS Tags on Morphological Learning in Low-Resource Settings ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Hulden, Mans
;
Liu, Ling
. - : Underline Science Inc., 2021
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3
RNN Classification of English Vowels: Nasalized or Not
Liu, Ling
;
Hulden, Mans
;
Scarborough, Rebecca
In: Proceedings of the Society for Computation in Linguistics (2019)
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