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1
Comparing Feature-Engineering and Feature-Learning Approaches for Multilingual Translationese Classification ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.676/ Abstract: Traditional hand-crafted linguistically-informed features have often been used for distinguishing between translated and original non-translated texts. By contrast, to date, neural architectures without manual feature engineering have been less explored for this task. In this work, we (i) compare the traditional feature-engineering-based approach to the feature-learning-based one and (ii) analyse the neural architectures in order to investigate how well the hand-crafted features explain the variance in the neural models' predictions. We use pre-trained neural word embeddings, as well as several end-to-end neural architectures in both monolingual and multilingual settings and compare them to feature-engineering-based SVM classifiers. We show that (i) neural architectures outperform other approaches by more than 20 accuracy points, with the BERT-based model performing the best in both the monolingual and multilingual settings; (ii) ...
Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Machine translation; Natural Language Processing
URL: https://underline.io/lecture/38089-comparing-feature-engineering-and-feature-learning-approaches-for-multilingual-translationese-classification
https://dx.doi.org/10.48448/fj59-8z46
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2
Neural machine translation for multimodal interaction
Dutta Chowdhury, Koel. - : Dublin City University. School of Computing, 2019. : Dublin City University. ADAPT, 2019
In: Dutta Chowdhury, Koel (2019) Neural machine translation for multimodal interaction. Master of Science thesis, Dublin City University. (2019)
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3
Semantic reranking of CRF label sequences for verbal multiword expression identification
In: Moreau, Erwan, Alsulaimani, Ashjan, Maldonado, Alfredo orcid:0000-0001-8426-5249 , Han, Lifeng, Vogel, Carl orcid:0000-0001-8928-8546 and Dutta Chowdhury, Koel (2018) Semantic reranking of CRF label sequences for verbal multiword expression identification. In: Markantonatou, Stella, Ramisch, Carlos orcid:0000-0001-7466-9039 , Savary, Agata and Vincze, Veronika orcid:0000-0002-9844-2194 , (eds.) Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop. Language Science Press, Berlin, pp. 177-207. ISBN 978-3-96110-124-5 (2018)
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Multimodal neural machine translation for low-resource language pairs using synthetic data
In: Dutta Chowdhury, Koel, Hasanuzzaman, Mohammed orcid:0000-0003-1838-0091 and Liu, Qun orcid:0000-0002-7000-1792 (2018) Multimodal neural machine translation for low-resource language pairs using synthetic data. In: Workshop on Deep Learning Approaches for Low-Resource NLP, 19 July 2018, Melbourne, Australia. (2018)
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5
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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7
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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8
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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9
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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10
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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11
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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12
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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13
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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14
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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15
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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16
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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17
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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18
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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19
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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20
Multiword expressions at length and in depth: Extended papers from the MWE 2017 workshop
Markantonatou, Stella; Ramisch, Carlos; Savary, Agata. - : Language Science Press, 2018
In: Language Science Press; (2018)
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