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1
Backtranslation in Neural Morphological Inflection ...
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 ...
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3
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ...
Liu, Ling; Hulden, Mans. - : arXiv, 2021
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4
Analogy Models for Neural Word Inflection ...
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5
RNN Classification of English Vowels: Nasalized or Not
In: Proceedings of the Society for Computation in Linguistics (2019)
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6
The focal alteration and causal connectivity in children with new-onset benign epilepsy with centrotemporal spikes
Chen, Sihan; Fang, Jiajia; An, Dongmei. - : Nature Publishing Group UK, 2018
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7
Deep instantiation
Atkinson, Colin; Kühne, Thomas. - : Springer, 2018
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8
RDF Technology
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9
Resource Description Framework
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10
Linked Open Data
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11
Studies on the Differences Between Chinese and Western Nature Poems
In: Studies in Literature and Language; Vol 10, No 3 (2015): Studies in Literature and Language; 83-88 ; 1923-1563 ; 1923-1555 (2015)
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12
The effect of news and public mood on stock movements
In: Information sciences. - New York, NY : Elsevier Science Inc. 278 (2014), 826-840
OLC Linguistik
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13
Processing generalized k-nearest neighbor queries on a wireless broadcast stream
In: Information sciences. - New York, NY : Elsevier Science Inc. 188 (2012), 64-79
OLC Linguistik
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14
Web Information System Engineering -- WISE 2011 : 12th International Conference, Sydney, Australia, October 13-14, 2011, Proceedings
Bouguettaya, Athman; Hauswirth, Manfred; Liu, Ling. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2011
UB Frankfurt Linguistik
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15
Prediction of age, sentiment, and connectivity from social media text
Nguyen, Thin; Phung, Dinh; Adams, Brett. - : Springer-Verlag, 2011
BASE
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16
The SocialTrust framework for trusted social information management: Architecture and algorithms
In: Information sciences. - New York, NY : Elsevier Science Inc. 180 (2010) 1, 95-112
OLC Linguistik
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17
INTERCULTURAL COMMUNICATION APPREHENSION (ICA): : INTERNATIONAL STUDENTS’ PERCEPTIONS
LIU, LING [Verfasser]. - Saarbrücken : VDM Verlag Dr. Müller, 2008
DNB Subject Category Language
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18
Yuyanxue gaiyao
Liu, Ling. - Beijing : Beijing shifan daxue chubanshe, 1987
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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