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1
Language technologies for a multilingual Europe : TC3 III
Rehm, Georg; Sasaki, Felix; Stern, Daniel. - Berlin : Language Science Press, 2018
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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2
Deep interactive text prediction and quality estimation in translation interfaces
Hokamp, Christopher M.. - : Dublin City University. School of Computing, 2018
In: Hokamp, Christopher M. (2018) Deep interactive text prediction and quality estimation in translation interfaces. PhD thesis, Dublin City University. (2018)
Abstract: The output of automatic translation systems is usually destined for human consumption. In most cases, translators use machine translation (MT) as the first step in the process of creating a fluent translation in a target language given a text in a source language. However, there are many possible ways for translators to interact with MT. The goal of this thesis is to investigate new interactive designs and interfaces for translation. In the first part of the thesis, we present pilot studies which investigate aspects of the interactive translation process, building upon insights from Human-Computer Interaction (HCI) and Translation Studies. We developed HandyCAT, an open-source platform for translation process research, which was used to conduct two user studies: an investigation into interactive machine translation and evaluation of a novel component for post-editing. We then propose new models for quality estimation (QE) of MT, and new models for es- timating the confidence of prefix-based neural interactive MT (IMT) systems. We present a series of experiments using neural sequence models for QE and IMT. We focus upon token-level QE models, which can be used as standalone components or integrated into post-editing pipelines, guiding users in selecting phrases to edit. We introduce a strong recurrent baseline for neural QE, and show how state of the art automatic post-editing (APE) models can be re-purposed for word-level QE. We also propose an auxiliary con- fidence model, which can be attached to (I)-MT systems to use the model’s internal state to estimate confidence about the model’s predictions. The third part of the thesis introduces lexically constrained decoding using grid beam search (GBS), a means of expanding prefix-based interactive translation to general lexical constraints. By integrating lexically constrained decoding with word-level QE, we then suggest a novel interactive design for translation interfaces, and test our hypotheses using simulated editing. The final section focuses upon designing an interface for interactive post-editing, incorporating both GBS and QE. We design components which introduce a new way of interacting with translation models, and test these components in a user-study.
Keyword: Computational linguistics; Machine learning; Machine translating
URL: http://doras.dcu.ie/22664/
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3
Edition 1.1 of the PARSEME shared task on automatic identification of verbal multiword expressions
In: Parra Escartín, Carla orcid:0000-0002-8412-1525 and Walsh, Abigail (2018) Edition 1.1 of the PARSEME shared task on automatic identification of verbal multiword expressions. In: Joint Workshop on Linguistic Annotation, Multiword Expressions and Constructions (LAW-MWE-CxG-2018), 25-26 Aug 2018, Santa Fe, NM, USA. (2018)
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4
A semantic model for traditional data collection questionnaires enabling cultural analysis
In: Abgaz, Yalemisew orcid:0000-0002-3887-5342 , Dorn, Amelie, Piringer, Barbara orcid:0000-0001-9983-1362 , Wandl-Vogt, Eveline orcid:0000-0002-0802-0255 and Way, Andy orcid:0000-0001-5736-5930 (2018) A semantic model for traditional data collection questionnaires enabling cultural analysis. In: 6th Workshop on Linked Data in Linguistics: Towards Linguistic Data Science, 7 - 12 May 2018, Miyazaki, Japan. ISBN 979-10-95546-19-1 (2018)
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5
SuperNMT: neural machine translation with semantic supersenses and syntactic supertags
In: Vanmassenhove, Eva orcid:0000-0003-1162-820X and Way, Andy orcid:0000-0001-5736-5930 (2018) SuperNMT: neural machine translation with semantic supersenses and syntactic supertags. In: ACL 2018, 15 - 20 July 2018, Melbourne, Australia. (2018)
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6
FooTweets: a bilingual parallel corpus of World Cup tweets
In: Sluyter-Gäthje, Henny, Lohar, Pintu, Afli, Haithem orcid:0000-0002-7449-4707 and Way, Andy orcid:0000-0001-5736-5930 (2018) FooTweets: a bilingual parallel corpus of World Cup tweets. In: LREC 2018 - 11th International Conference on Language Resources and Evaluation, 7-12 May 2018, Miyazaki, Japan. ISBN 979-10-95546-00-9 (2018)
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7
Semantic modelling and publishing of traditional data collection questionnaires and answers
In: Abgaz, Yalemisew orcid:0000-0002-3887-5342 , Dorn, Amelie, Piringer, Barbara orcid:0000-0001-9983-1362 , Wandl-Vogt, Eveline orcid:0000-0002-0802-0255 and Way, Andy orcid:0000-0001-5736-5930 (2018) Semantic modelling and publishing of traditional data collection questionnaires and answers. Information, 9 (12). pp. 1-24. ISSN 2078-2489 (2018)
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8
Incorporating deep visual features into multiobjective based multi-view search results clustering
In: Mitra, Sayantan, Hasanuzzaman, Mohammed orcid:0000-0003-1838-0091 , Saha, Sriparna and Way, Andy orcid:0000-0001-5736-5930 (2018) Incorporating deep visual features into multiobjective based multi-view search results clustering. In: 27th International Conference on Computational Linguistics, 20-26 Aug 2018, Santa Fe, NM, USA. (2018)
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9
Machine translation evaluation resources and methods: a survey
In: Han, Lifeng orcid:0000-0002-3221-2185 (2018) Machine translation evaluation resources and methods: a survey. In: IPRC- Irish Postgraduate Research Conference, 8-9 Nov 2018, Dublin, Ireland. (2018)
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10
Getting gender right in neural machine translation
In: Vanmassenhove, Eva orcid:0000-0003-1162-820X , Hardmeier, Christian and Way, Andy orcid:0000-0001-5736-5930 (2018) Getting gender right in neural machine translation. In: 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP2018), 30 Oct- 4 Nov 2018, Brussels, Belgium. (2018)
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11
Post-editing effort of a novel with statistical and neural machine translation
In: Toral, Antonio, Wieling, Martijn and Way, Andy orcid:0000-0001-5736-5930 (2018) Post-editing effort of a novel with statistical and neural machine translation. Frontiers in Digital Humanities, 5 (9). pp. 1-11. ISSN 2297-2668 (2018)
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12
Translating pro-drop languages with reconstruction models
In: Wang, Longyue orcid:0000-0002-9062-6183 , Tu, Zhaopeng, Shi, Shuming, Zhang, Tong, Graham, Yvette and Liu, Qun orcid:0000-0002-7000-1792 (2018) Translating pro-drop languages with reconstruction models. In: Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18), 2–7 Feb 2018, New Orleans, LA, USA. ISBN 978-1-57735-800-8 (2018)
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13
Balancing translation quality and sentiment preservation
In: Lohar, Pintu, Afli, Haithem orcid:0000-0002-7449-4707 and Way, Andy orcid:0000-0001-5736-5930 (2018) Balancing translation quality and sentiment preservation. In: AMTA 2018, 17-21 Mar 2018, Boston, MA. USA. (2018)
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14
What level of quality can neural machine translation attain on literary text?
In: Toral, Antonio orcid:0000-0003-2357-2960 and Way, Andy orcid:0000-0001-5736-5930 (2018) What level of quality can neural machine translation attain on literary text? In: Moorkens, Joss orcid:0000-0003-4864-5986 , Castilho, Sheila orcid:0000-0002-8416-6555 , Gaspari, Federico orcid:0000-0003-3808-8418 and Doherty, S, (eds.) Translation Quality Assessment: From Principles to Practice. Machine Translation: Technologies and Applications book series (MATRA), 1 . Springer, Berlin/Heidelberg, 263 -287. ISBN 978-3-319-91240-0 (2018)
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15
Improving machine translation of educational content via crowdsourcing
In: Behnke, Maximiliana, Miceli Barone, Antonio Valerio, Sennrich, Rico, Sosoni, Vilelmini, Naskos, Thanasis, Takoulidou, Eirini, Stasimioti, Maria, Menno, van Zaanen, Castilho, Sheila orcid:0000-0002-8416-6555 , Gaspari, Federico orcid:0000-0003-3808-8418 , Georgakopoulou, Panayota orcid:0000-0001-9780-1813 , Kordoni, Valia, Egg, Markus and Kermanidis, Katia Lida orcid:0000-0002-3270-5078 (2018) Improving machine translation of educational content via crowdsourcing. In: LREC 2018 - 11th International Conference on Language Resources and Evaluation, Miyazaki, Japan. ISBN 979-10-95546-19-1 (2018)
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16
Eye-tracking as a measure of cognitive effort for post-editing of machine translation
In: Moorkens, Joss orcid:0000-0003-0766-0071 (2018) Eye-tracking as a measure of cognitive effort for post-editing of machine translation. In: Walker, Callum orcid:0000-0001-7949-5621 and Federici, Federico M. orcid:0000-0002-0057-0340 , (eds.) Eye Tracking and Multidisciplinary Studies on Translation. Benjamins Translation Library, 143 . John Benjamins, Amsterdam, pp. 55-69. ISBN 9789027201690 (2018)
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17
Reading comprehension of machine translation output: what makes for a better read?
In: Castilho, Sheila orcid:0000-0002-8416-6555 and Guerberof Arenas, Ana orcid:0000-0001-9820-7074 (2018) Reading comprehension of machine translation output: what makes for a better read? In: 21st Annual Conference of the European for Machine Translation, 28-30 May 2018, Alacant/Alicante, Spain. ISBN 978-84-09-01901-4 (2018)
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18
Post-editing effort of a novel with statistical and neural machine translation
In: Toral, Antonio orcid:0000-0003-2357-2960 , Wieling, Martijn orcid:0000-0003-0434-1526 and Way, Andy orcid:0000-0001-5736-5930 (2018) Post-editing effort of a novel with statistical and neural machine translation. Frontiers in Digital Humanities, 5 . ISSN 2297-2668 (2018)
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19
Fine-grained temporal orientation and its relationship with psycho-demographic correlates
In: Kamila, Sabyasachi, Hasanuzzaman, Mohammed orcid:0000-0003-1838-0091 , Ekba, Asif, Bhattacharyya, Pushpak and Way, Andy orcid:0000-0001-5736-5930 (2018) Fine-grained temporal orientation and its relationship with psycho-demographic correlates. In: 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. (NAACL 2018), 1-6 June 2018, New Orleans, LA, USA. (2018)
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20
Extracting in-domain training corpora for neural machine translation using data selection methods
In: Cruz Silva, Catarina, Liu, Chao-Hong orcid:0000-0002-1235-6026 , Poncelas, Alberto orcid:0000-0002-5089-1687 and Way, Andy orcid:0000-0001-5736-5930 (2018) Extracting in-domain training corpora for neural machine translation using data selection methods. In: Third Conference on Machine Translation (WMT), 31 Oct - 1 Nov 2018, Belgium, Brussels. (2018)
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