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1
Automatic Classification of Human Translation and Machine Translation: A Study from the Perspective of Lexical Diversity ...
Fu, Yingxue; Nederhof, Mark-Jan. - : arXiv, 2021
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2
Calculating the optimal step of arc-eager parsing for non-projective trees
Nederhof, Mark Jan. - : Association for Computational Linguistics, 2021
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3
Automatic classification of human translation and machine translation : a study from the perspective of lexical diversity
Fu, Yingxue; Nederhof, Mark Jan. - : Linkoping University Electronic Press, 2021
Abstract: By using a trigram model and fine-tuning a pretrained BERT model for sequence classification, we show that machine translation and human translation can be classified with an accuracy above chance level, which suggests that machine translation and human translation are different in a systematic way. The classification accuracy of machine translation is much higher than of human translation. We show that this may be explained by the difference in lexical diversity between machine translation and human translation. If machine translation has independent patterns from human translation, automatic metrics which measure the deviation of machine translation from human translation may conflate difference with quality. Our experiment with two different types of automatic metrics shows correlation with the result of the classification task. Therefore, we suggest the difference in lexical diversity between machine translation and human translation be given more attention in machine translation evaluation. ; Publisher PDF
Keyword: 3rd-DAS; Artificial Intelligence; Q Science (General); Q1
URL: https://aclanthology.org/previews/ingest-nodalida/2021.motra-1.10/
http://hdl.handle.net/10023/23304
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4
Calculating the optimal step in shift-reduce dependency parsing : from cubic to linear time
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5
Investigation of keyboard and speech based text entry on mobile devices
Reyal, Shyam Mehraaj. - : University of St Andrews, 2019. : The University of St Andrews, 2019
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6
Regular transductions with MCFG input syntax
Nederhof, Mark Jan; Vogler, Heiko. - : Association for Computational Linguistics, 2019
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7
Calculating the Optimal Step in Shift-Reduce Dependency Parsing: From Cubic to Linear Time
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 283-296 (2019) (2019)
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8
A probabilistic model of Ancient Egyptian writing
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9
The mat sat on the cat : investigating structure in the evaluation of order in machine translation
McCaffery, Martin. - : University of St Andrews, 2017. : The University of St Andrews, 2017
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10
Hybrid grammars for parsing of discontinuous phrase structures and non-projective dependency structures
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11
A derivational model of discontinuous parsing
Nederhof, Mark Jan; Yli-Jyra, Anssi. - : Springer, 2017
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12
Transition-based dependency parsing as latent-variable constituent parsing
Nederhof, Mark Jan. - : Association for Computational Linguistics, 2016
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13
A short proof that O2 is an MCFL
Nederhof, Mark Jan. - : Association for Computational Linguistics, 2016
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14
Count-based state merging for probabilistic regular tree grammars
Dietze, Toni; Nederhof, Mark Jan. - : Association for Computational Linguistics, 2015
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15
A probabilistic model of Ancient Egyptian writing
Nederhof, Mark Jan; Rahman, Fahrurrozi. - : Association for Computational Linguistics, 2015
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16
St Andrews corpus of Ancient Egyptian
Nederhof, Mark-Jan. - : University of St. Andrews, 2014
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17
PhilologEg
Nederhof, Mark-Jan. - : University of St. Andrews, 2014
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18
Formal Grammar : 17th and 18th International Conferences, FG 2012 Opole, Poland, August 2012, Revised Selected PapersFG 2013 Düsseldorf, Germany, August 2013, Proceedings
Morrill, Glyn; Nederhof, Mark-Jan. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2013
UB Frankfurt Linguistik
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19
Formal grammar : 17th and 18th international conferences ; revised selected papers ; proceedings
Morrill, Glyn V. (Hrsg.); Nederhof, Mark-Jan (Hrsg.). - Berlin [u.a.] : Springer, 2013
UB Frankfurt Linguistik
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20
Formal Grammar : 15th and 16th International Conference on Formal GrammarFG 2010 Copenhagen, Denmark, August 2010FG 2011 Lubljana, Slovenia, August 2011
de Groote, Philippe; Nederhof, Mark-Jan. - Berlin, Heidelberg : Springer Berlin Heidelberg, 2012
UB Frankfurt Linguistik
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