Adaptive CAT-embedded MT for low-memory, low-compute end-user devices

Marek Sabo

Adaptive CAT-embedded MT for low-memory, low-compute end-user devices

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Abstract

We present ACATMT, a compact bilingual encoder-decoder NMT system for English and Swedish, designed for professional computer-assisted translation (CAT) tools. It runs on-device in ONNX format, under 1 GB of RAM with no GPU needed, and features real-time post-edit based terminology adaptation. It also supports translation memory conditioning via decoder prefilling. Evaluation on 5,021 technical segments unseen during training shows significant improvements in COMET and BLEU when using glossaries.

Anthology ID:: 2026.eamt-2.14
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:: 29–30
Language:
URL:: https://aclanthology.org/2026.eamt-2.14/
DOI:
Bibkey:
Cite (ACL):: Marek Sabo. 2026. Adaptive CAT-embedded MT for low-memory, low-compute end-user devices. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2), pages 29–30, Tilburg, The Netherlands. European Association for Machine Translation.
Cite (Informal):: Adaptive CAT-embedded MT for low-memory, low-compute end-user devices (Sabo, EAMT 2026)
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PDF:: https://aclanthology.org/2026.eamt-2.14.pdf

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@inproceedings{sabo-2026-adaptive,
    title = "Adaptive {CAT}-embedded {MT} for low-memory, low-compute end-user devices",
    author = "Sabo, Marek",
    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-2.14/",
    pages = "29--30",
    ISBN = "9789403901404",
    abstract = "We present ACATMT, a compact bilingual encoder-decoder NMT system for English and Swedish, designed for professional computer-assisted translation (CAT) tools. It runs on-device in ONNX format, under 1 GB of RAM with no GPU needed, and features real-time post-edit based terminology adaptation. It also supports translation memory conditioning via decoder prefilling. Evaluation on 5,021 technical segments unseen during training shows significant improvements in COMET and BLEU when using glossaries."
}

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%0 Conference Proceedings
%T Adaptive CAT-embedded MT for low-memory, low-compute end-user devices
%A Sabo, Marek
%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 sabo-2026-adaptive
%X We present ACATMT, a compact bilingual encoder-decoder NMT system for English and Swedish, designed for professional computer-assisted translation (CAT) tools. It runs on-device in ONNX format, under 1 GB of RAM with no GPU needed, and features real-time post-edit based terminology adaptation. It also supports translation memory conditioning via decoder prefilling. Evaluation on 5,021 technical segments unseen during training shows significant improvements in COMET and BLEU when using glossaries.
%U https://aclanthology.org/2026.eamt-2.14/
%P 29-30

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Markdown (Informal)

[Adaptive CAT-embedded MT for low-memory, low-compute end-user devices](https://aclanthology.org/2026.eamt-2.14/) (Sabo, EAMT 2026)

Adaptive CAT-embedded MT for low-memory, low-compute end-user devices (Sabo, EAMT 2026)

ACL

Marek Sabo. 2026. Adaptive CAT-embedded MT for low-memory, low-compute end-user devices. In Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2), pages 29–30, Tilburg, The Netherlands. European Association for Machine Translation.