@inproceedings{chatzitheodorou-etal-2023-machine,
title = "Machine translation of anonymized documents with human-in-the-loop",
author = "Chatzitheodorou, Konstantinos and
{\'A}ngeles Garc{\'\i}a Escriv{\'a}, M. and
Lacal, Carmen Grau",
editor = "Nurminen, Mary and
Brenner, Judith and
Koponen, Maarit and
Latomaa, Sirkku and
Mikhailov, Mikhail and
Schierl, Frederike and
Ranasinghe, Tharindu and
Vanmassenhove, Eva and
Vidal, Sergi Alvarez and
Aranberri, Nora and
Nunziatini, Mara and
Escart{\'\i}n, Carla Parra and
Forcada, Mikel and
Popovic, Maja and
Scarton, Carolina and
Moniz, Helena",
booktitle = "Proceedings of the 24th Annual Conference of the European Association for Machine Translation",
month = jun,
year = "2023",
address = "Tampere, Finland",
publisher = "European Association for Machine Translation",
url = "https://aclanthology.org/2023.eamt-1.41",
pages = "429--436",
abstract = "In this paper, we introduce a workflow that utilizes human-in-the-loop for post-editing anonymized texts, with the aim of reconciling the competing needs of data privacy and data quality. By combining the strengths of machine translation and human post-editing, our methodology facilitates the efficient and effective translation of anonymized texts, while ensuring the confidentiality of sensitive information. Our experimental results validate that this approach is capable of providing all necessary information to the translators for producing high-quality translations effectively. Overall, our workflow offers a promising solution for organizations seeking to achieve both data privacy and data quality in their translation processes.",
}
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%0 Conference Proceedings
%T Machine translation of anonymized documents with human-in-the-loop
%A Chatzitheodorou, Konstantinos
%A Ángeles García Escrivá, M.
%A Lacal, Carmen Grau
%Y Nurminen, Mary
%Y Brenner, Judith
%Y Koponen, Maarit
%Y Latomaa, Sirkku
%Y Mikhailov, Mikhail
%Y Schierl, Frederike
%Y Ranasinghe, Tharindu
%Y Vanmassenhove, Eva
%Y Vidal, Sergi Alvarez
%Y Aranberri, Nora
%Y Nunziatini, Mara
%Y Escartín, Carla Parra
%Y Forcada, Mikel
%Y Popovic, Maja
%Y Scarton, Carolina
%Y Moniz, Helena
%S Proceedings of the 24th Annual Conference of the European Association for Machine Translation
%D 2023
%8 June
%I European Association for Machine Translation
%C Tampere, Finland
%F chatzitheodorou-etal-2023-machine
%X In this paper, we introduce a workflow that utilizes human-in-the-loop for post-editing anonymized texts, with the aim of reconciling the competing needs of data privacy and data quality. By combining the strengths of machine translation and human post-editing, our methodology facilitates the efficient and effective translation of anonymized texts, while ensuring the confidentiality of sensitive information. Our experimental results validate that this approach is capable of providing all necessary information to the translators for producing high-quality translations effectively. Overall, our workflow offers a promising solution for organizations seeking to achieve both data privacy and data quality in their translation processes.
%U https://aclanthology.org/2023.eamt-1.41
%P 429-436
Markdown (Informal)
[Machine translation of anonymized documents with human-in-the-loop](https://aclanthology.org/2023.eamt-1.41) (Chatzitheodorou et al., EAMT 2023)
ACL
- Konstantinos Chatzitheodorou, M. Ángeles García Escrivá, and Carmen Grau Lacal. 2023. Machine translation of anonymized documents with human-in-the-loop. In Proceedings of the 24th Annual Conference of the European Association for Machine Translation, pages 429–436, Tampere, Finland. European Association for Machine Translation.