A Longitudinal Study of the Adoption of Specialized MT Systems in Canadian Parliamentary Translation
Michel Simard, Jeniffer Leal-Wyss, Gabriel Bernier-Colborne, Rebecca Knowles
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Abstract
Since 2023, translators for the Parliament of Canada have had the option to use neural machine translation (NMT) technology provided by the National Research Council of Canada (NRC) to support their work in translating parliamentary publications between French and English. We present our analysis of an anonymized dataset of translators’ interactions with our Hawkeye MT systems, collected since their introduction and covering a period of 2.5 years. This data provides a unique perspective on how translators interact with the systems, how their use evolved over time and how it impacts the nature of their translations.- Anthology ID:
- 2026.eamt-2.32
- Volume:
- Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2)
- Month:
- June
- Year:
- 2026
- Address:
- Tilburg, The Netherlands
- Editors:
- Dimitar Shterionov, Eva Vanmassenhove, Mirella De Sisto, Fred Blain, Javad Pourmostafa Roshan Sharami, Lisa Lepp, Chiara Manna, Argentina Anna Rescigno, Alina Karakanta, Ayla Rigouts Terryn, Manuel Lardelli, Natalia Resende, Elena Murgolo, Janiça Hackenbuchner, Anna Zaretskaya, Miquel Esplà-Gomis, Thierry Etchegoyhen, Dagmar Gromann, Rachel Bawden, Barry Haddow, Sara Szoc, Mikel Forcada, Helena Moniz
- Venue:
- EAMT
- SIG:
- Publisher:
- European Association for Machine Translation
- Note:
- Pages:
- 120–128
- Language:
- URL:
- https://aclanthology.org/2026.eamt-2.32/
- DOI:
- Bibkey:
- Cite (ACL):
- Michel Simard, Jeniffer Leal-Wyss, Gabriel Bernier-Colborne, and Rebecca Knowles. 2026. A Longitudinal Study of the Adoption of Specialized MT Systems in Canadian Parliamentary Translation. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2), pages 120–128, Tilburg, The Netherlands. European Association for Machine Translation.
- Cite (Informal):
- A Longitudinal Study of the Adoption of Specialized MT Systems in Canadian Parliamentary Translation (Simard et al., EAMT 2026)
- Copy Citation:
- PDF:
- https://aclanthology.org/2026.eamt-2.32.pdf
Export citation
@inproceedings{simard-etal-2026-longitudinal,
title = "A Longitudinal Study of the Adoption of Specialized {MT} Systems in {C}anadian Parliamentary Translation",
author = "Simard, Michel and
Leal-Wyss, Jeniffer and
Bernier-Colborne, Gabriel and
Knowles, Rebecca",
editor = "Shterionov, Dimitar and
Vanmassenhove, Eva and
De Sisto, Mirella and
Blain, Fred and
Pourmostafa Roshan Sharami, Javad and
Lepp, Lisa and
Manna, Chiara and
Rescigno, Argentina Anna and
Karakanta, Alina and
Rigouts Terryn, Ayla and
Lardelli, Manuel and
Resende, Natalia and
Murgolo, Elena and
Hackenbuchner, Jani{\c{c}}a and
Zaretskaya, Anna and
Espl{\`a}-Gomis, Miquel and
Etchegoyhen, Thierry and
Gromann, Dagmar and
Bawden, Rachel and
Haddow, Barry and
Szoc, Sara and
Forcada, Mikel and
Moniz, Helena",
booktitle = "Proceedings of the 26th Annual Conference of the {E}uropean Association for Machine Translation (Volume 2)",
month = jun,
year = "2026",
address = "Tilburg, The Netherlands",
publisher = "European Association for Machine Translation",
url = "https://aclanthology.org/2026.eamt-2.32/",
pages = "120--128",
ISBN = "9789403901404",
abstract = "Since 2023, translators for the Parliament of Canada have had the option to use neural machine translation (NMT) technology provided by the National Research Council of Canada (NRC) to support their work in translating parliamentary publications between French and English. We present our analysis of an anonymized dataset of translators' interactions with our Hawkeye MT systems, collected since their introduction and covering a period of 2.5 years. This data provides a unique perspective on how translators interact with the systems, how their use evolved over time and how it impacts the nature of their translations."
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%0 Conference Proceedings %T A Longitudinal Study of the Adoption of Specialized MT Systems in Canadian Parliamentary Translation %A Simard, Michel %A Leal-Wyss, Jeniffer %A Bernier-Colborne, Gabriel %A Knowles, Rebecca %Y Shterionov, Dimitar %Y Vanmassenhove, Eva %Y De Sisto, Mirella %Y Blain, Fred %Y Pourmostafa Roshan Sharami, Javad %Y Lepp, Lisa %Y Manna, Chiara %Y Rescigno, Argentina Anna %Y Karakanta, Alina %Y Rigouts Terryn, Ayla %Y Lardelli, Manuel %Y Resende, Natalia %Y Murgolo, Elena %Y Hackenbuchner, Janiça %Y Zaretskaya, Anna %Y Esplà-Gomis, Miquel %Y Etchegoyhen, Thierry %Y Gromann, Dagmar %Y Bawden, Rachel %Y Haddow, Barry %Y Szoc, Sara %Y Forcada, Mikel %Y Moniz, Helena %S Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2) %D 2026 %8 June %I European Association for Machine Translation %C Tilburg, The Netherlands %@ 9789403901404 %F simard-etal-2026-longitudinal %X Since 2023, translators for the Parliament of Canada have had the option to use neural machine translation (NMT) technology provided by the National Research Council of Canada (NRC) to support their work in translating parliamentary publications between French and English. We present our analysis of an anonymized dataset of translators’ interactions with our Hawkeye MT systems, collected since their introduction and covering a period of 2.5 years. This data provides a unique perspective on how translators interact with the systems, how their use evolved over time and how it impacts the nature of their translations. %U https://aclanthology.org/2026.eamt-2.32/ %P 120-128
Markdown (Informal)
[A Longitudinal Study of the Adoption of Specialized MT Systems in Canadian Parliamentary Translation](https://aclanthology.org/2026.eamt-2.32/) (Simard et al., EAMT 2026)
- A Longitudinal Study of the Adoption of Specialized MT Systems in Canadian Parliamentary Translation (Simard et al., EAMT 2026)
ACL
- Michel Simard, Jeniffer Leal-Wyss, Gabriel Bernier-Colborne, and Rebecca Knowles. 2026. A Longitudinal Study of the Adoption of Specialized MT Systems in Canadian Parliamentary Translation. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2), pages 120–128, Tilburg, The Netherlands. European Association for Machine Translation.