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How much context span is enough? Examining context-related issues for document-level MT
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In: Castilho, Sheila orcid:0000-0002-8416-6555 (2022) How much context span is enough? Examining context-related issues for document-level MT. In: 13th Language Resources and Evaluation Conference, 21-23 June 2022, Marseille, France. (In Press) (2022)
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DELA Corpus - A Document-Level Corpus Annotated with Context-Related Issues
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In: Castilho, Sheila orcid:0000-0002-8416-6555 , Cavalheiro Camargo, João Lucas orcid:0000-0003-3746-1225 , Menezes, Miguel and Way, Andy orcid:0000-0001-5736-5930 (2021) DELA Corpus - A Document-Level Corpus Annotated with Context-Related Issues. In: Sixth Conference on Machine Translation (WMT21), 10-11 Nov 2021, Punta Cana, Dominican Republic (Online). ISBN 978-1-954085-94-7 (2021)
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Towards document-level human MT evaluation: On the Issues of annotator agreement, effort and misevaluation
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In: Castilho, Sheila orcid:0000-0002-8416-6555 (2021) Towards document-level human MT evaluation: On the Issues of annotator agreement, effort and misevaluation. In: 16th Conference of the European Chapter of the Association for Computational Linguistics - EACL 2021., 19-23 April 2021, Online. (In Press) (2021)
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A human evaluation of English-Irish statistical and neural machine translation
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In: Dowling, Meghan orcid:0000-0003-1637-4923 , Castilho, Sheila orcid:0000-0002-8416-6555 , Moorkens, Joss orcid:0000-0003-4864-5986 , Lynn, Teresa and Way, Andy orcid:0000-0001-5736-5930 (2020) A human evaluation of English-Irish statistical and neural machine translation. In: Proceedings of the 22nd Annual Conference of the European Association for Machine Translation, 6 Nov 2020, Lisbon, Portugal. (2020)
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A set of recommendations for assessing human-machine parity in language translation
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In: Läubli, Samuel orcid:0000-0001-5362-4106 , Castilho, Sheila orcid:0000-0002-8416-6555 , Neubig, Graham, Sennrich, Rico orcid:0000-0002-1438-4741 , Shen, Qinlan and Toral, Antonio orcid:0000-0003-2357-2960 (2020) A set of recommendations for assessing human-machine parity in language translation. Journal of Artificial Intelligence Research, 67 . pp. 653-672. ISSN 1076-9757 (2020)
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On the same page? Comparing inter-annotator agreement in sentence and document level human machine translation evaluation
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In: Castilho, Sheila orcid:0000-0002-8416-6555 (2020) On the same page? Comparing inter-annotator agreement in sentence and document level human machine translation evaluation. In: Fifth Conference on Machine Translation, 19-20 Nov 2020, Dominican Republic (Online). (2020)
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Are ambiguous conjunctions problematic for machine translation?
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In: Popović, Maja orcid:0000-0001-8234-8745 and Castilho, Sheila orcid:0000-0002-8416-6555 (2019) Are ambiguous conjunctions problematic for machine translation? In: Recent Advances in Natural Language Processing (RANLP 2019), 2 - 4 Sept 2019, Varna, Bulgaria. (2019)
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What level of quality can neural machine translation attain on literary text?
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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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Improving machine translation of educational content via crowdsourcing
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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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Reading comprehension of machine translation output: what makes for a better read?
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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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Attaining the unattainable? Reassessing claims of human parity in neural machine translation
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In: Toral, Antonio orcid:0000-0003-2357-2960 , Castilho, Sheila orcid:0000-0002-8416-6555 , Hu, Ke and Way, Andy orcid:0000-0001-5736-5930 (2018) Attaining the unattainable? Reassessing claims of human parity in neural machine translation. In: Third Conference on Machine Translation (WMT), 31 Oct- 1 Nov 2018, Brussels, Belgium. ISBN 978-1-948087-81-0 (2018)
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Translation dictation vs. post-editing with cloud-based voice recognition: a pilot experiment
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In: Zapata, Julián, Castilho, Sheila orcid:0000-0002-8416-6555 and Moorkens, Joss orcid:0000-0003-0766-0071 (2017) Translation dictation vs. post-editing with cloud-based voice recognition: a pilot experiment. In: MT Summit XVI, 18-22 Sept 2017, At Nagoya, Japan. (2017)
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Acceptability of machine-translated content: a multi-language evaluation by translators and end-users
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In: Castilho, Sheila orcid:0000-0002-8416-6555 and O'Brien, Sharon orcid:0000-0003-4864-5986 (2017) Acceptability of machine-translated content: a multi-language evaluation by translators and end-users. Linguistica Antverpiensia, New Series: Themes in Translation Studies, 16 . pp. 120-136. ISSN 2295-5739 (2017)
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A comparative quality evaluation of PBSMT and NMT using professional translators
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Castilho, Sheila; Moorkens, Joss; Gaspari, Federico; Sennrich, Rico; Sosoni, Vilelmini; Georgakopoulou, Panayota; Lohar, Pintu; Way, Andy; Miceli Barone, Antonio Valerio; Gialama, Maria
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In: Castilho, Sheila orcid:0000-0002-8416-6555 , Moorkens, Joss, Gaspari, Federico, Sennrich, Rico, Sosoni, Vilelmini, Georgakopoulou, Panayota, Lohar, Pintu, Way, Andy orcid:0000-0001-5736-5930 , Miceli Barone, Antonio Valerio and Gialama, Maria (2017) A comparative quality evaluation of PBSMT and NMT using professional translators. In: MT Summit XVI, 18-22 Sept 2017, Nagoya, Japan. (2017)
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Abstract:
This paper reports on a comparative evaluation of phrase-based statistical machine translation (PBSMT) and neural machine translation (NMT) for four language pairs, using the PET interface to compare educational domain output from both systems using a variety of metrics, including automatic evaluation as well as human rankings of adequacy and fluency, error-type markup, and post-editing (technical and temporal) effort, performed by professional translators. Our results show a preference for NMT in side-by-side ranking for all language pairs, texts, and segment lengths. In addition, perceived fluency is improved and annotated errors are fewer in the NMT output. Results are mixed for perceived adequacy and for errors of omission, addition, and mistranslation. Despite far fewer segments requiring post-editing, document-level post-editing performance was not found to have significantly improved in NMT compared to PBSMT. This evaluation was conducted as part of the TraMOOC project, which aims to create a replicable semi-automated methodology for high-quality machine translation of educational data.
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Keyword:
Machine translating
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URL: http://doras.dcu.ie/23083/
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Is neural machine translation the new state of the art?
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In: Castilho, Sheila orcid:0000-0002-8416-6555 , Moorkens, Joss orcid:0000-0003-0766-0071 , Gaspari, Federico orcid:0000-0003-3808-8418 , Calixto, Iacer, Tinsley, John and Way, Andy orcid:0000-0001-5736-5930 (2017) Is neural machine translation the new state of the art? The Prague Bulletin of Mathematical Linguistics (108). ISSN 0032-6585 (2017)
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Using images to improve machine-translating E-commerce product listings
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In: Calixto, Iacer, Stein, Daniel, Matusov, Evgeny, Lohar, Pintu, Castilho, Sheila orcid:0000-0002-8416-6555 and Way, Andy orcid:0000-0001-5736-5930 (2017) Using images to improve machine-translating E-commerce product listings. In: 15th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2017), 3-7 April 2017, Valencia, Spain. ISBN 978-1-945626-35-7 (2017)
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Human evaluation of multi-modal neural machine translation: a case study on E-commerce listing titles
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In: Calixto, Iacer, Stein, Daniel, Matusov, Evgeny, Castilho, Sheila orcid:0000-0002-8416-6555 and Way, Andy orcid:0000-0001-5736-5930 (2017) Human evaluation of multi-modal neural machine translation: a case study on E-commerce listing titles. In: Sixth Workshop on Vision and Language, VL@EACL, 3-7 April 2017, Valencia, Spain. ISBN 978-1-945626-51-7 (2017)
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Human factors in machine translation and post-editing among institutional translators
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In: Cadwell, Patrick orcid:0000-0002-2371-4378 , Castilho, Sheila orcid:0000-0002-8416-6555 , O'Brien, Sharon orcid:0000-0003-4864-5986 and Mitchell, Linda orcid:0000-0002-1883-9037 (2016) Human factors in machine translation and post-editing among institutional translators. Translation Spaces, 5 (2). pp. 222-243. ISSN 2211-3711 (2016)
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Content profiling and translation scenarios
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In: Castilho, Sheila orcid:0000-0002-8416-6555 and O'Brien, Sharon orcid:0000-0003-4864-5986 (2016) Content profiling and translation scenarios. The Journal of Internationalization and Localization, 3 (1). pp. 18-37. ISSN 2032-6904 (2016)
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