Smarter edits? Post-editing with error highlights and translation suggestions
Fleur V.J. van Tellingen, Gautam Ranka, Dora Žugčić, Joyce van der Wal, Andrea Camasta, Livio Guerra, Alina Karakanta
Correct Metadata for
Abstract
As MT quality increases, interest in enhanced post-editing features such as QE-derived error highlights is growing, yet evidence for their usefulness remains limited. In this work, we explore the usefulness of LLM-derived error highlights and correction suggestions based on automatic post-editing (APE). We conduct a study where professional translators (En-Nl) post-edit translations using APE error highlights and correction suggestions. While no condition yielded productivity or quality gains compared to regular PE, APE highlights were better received than QE-derived highlights, and correction suggestions improved overall user experience.- Anthology ID:
- 2026.eamt-1.41
- Volume:
- Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 1)
- 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:
- 649–664
- Language:
- URL:
- https://aclanthology.org/2026.eamt-1.41/
- DOI:
- Bibkey:
- Cite (ACL):
- Fleur V.J. van Tellingen, Gautam Ranka, Dora Žugčić, Joyce van der Wal, Andrea Camasta, Livio Guerra, and Alina Karakanta. 2026. Smarter edits? Post-editing with error highlights and translation suggestions. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 1), pages 649–664, Tilburg, The Netherlands. European Association for Machine Translation.
- Cite (Informal):
- Smarter edits? Post-editing with error highlights and translation suggestions (van Tellingen et al., EAMT 2026)
- Copy Citation:
- PDF:
- https://aclanthology.org/2026.eamt-1.41.pdf
Export citation
@inproceedings{van-tellingen-etal-2026-smarter,
title = "Smarter edits? Post-editing with error highlights and translation suggestions",
author = "van Tellingen, Fleur V.J. and
Ranka, Gautam and
{\v{Z}}ug{\v{c}}i{\'c}, Dora and
van der Wal, Joyce and
Camasta, Andrea and
Guerra, Livio and
Karakanta, Alina",
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 1)",
month = jun,
year = "2026",
address = "Tilburg, The Netherlands",
publisher = "European Association for Machine Translation",
url = "https://aclanthology.org/2026.eamt-1.41/",
pages = "649--664",
ISBN = "9789403901411",
abstract = "As MT quality increases, interest in enhanced post-editing features such as QE-derived error highlights is growing, yet evidence for their usefulness remains limited. In this work, we explore the usefulness of LLM-derived error highlights and correction suggestions based on automatic post-editing (APE). We conduct a study where professional translators (En-Nl) post-edit translations using APE error highlights and correction suggestions. While no condition yielded productivity or quality gains compared to regular PE, APE highlights were better received than QE-derived highlights, and correction suggestions improved overall user experience."
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%0 Conference Proceedings %T Smarter edits? Post-editing with error highlights and translation suggestions %A van Tellingen, Fleur V.J. %A Ranka, Gautam %A Žugčić, Dora %A van der Wal, Joyce %A Camasta, Andrea %A Guerra, Livio %A Karakanta, Alina %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 1) %D 2026 %8 June %I European Association for Machine Translation %C Tilburg, The Netherlands %@ 9789403901411 %F van-tellingen-etal-2026-smarter %X As MT quality increases, interest in enhanced post-editing features such as QE-derived error highlights is growing, yet evidence for their usefulness remains limited. In this work, we explore the usefulness of LLM-derived error highlights and correction suggestions based on automatic post-editing (APE). We conduct a study where professional translators (En-Nl) post-edit translations using APE error highlights and correction suggestions. While no condition yielded productivity or quality gains compared to regular PE, APE highlights were better received than QE-derived highlights, and correction suggestions improved overall user experience. %U https://aclanthology.org/2026.eamt-1.41/ %P 649-664
Markdown (Informal)
[Smarter edits? Post-editing with error highlights and translation suggestions](https://aclanthology.org/2026.eamt-1.41/) (van Tellingen et al., EAMT 2026)
- Smarter edits? Post-editing with error highlights and translation suggestions (van Tellingen et al., EAMT 2026)
ACL
- Fleur V.J. van Tellingen, Gautam Ranka, Dora Žugčić, Joyce van der Wal, Andrea Camasta, Livio Guerra, and Alina Karakanta. 2026. Smarter edits? Post-editing with error highlights and translation suggestions. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 1), pages 649–664, Tilburg, The Netherlands. European Association for Machine Translation.