Advanced CAT Tool Features for Enhancing Consistency in MT and Generative AI Outputs

Abstract

Recently, generative artificial intelligence (GenAI) has been perceived as a "silver bullet" for achieving faster, cheaper, and better translation production. However, in professional localisation, AI capabilities alone are not enough, as the still time-consuming post-editing (PE) of machine translation (MT) and GenAI output proves. The features and processes presented in this work aim to reduce these ef-forts by enhancing terminological control and translation consistency within the CAT environment STAR Transit.- Anthology ID:

- 2026.eamt-2.17
- Volume:
[Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2)](/volumes/2026.eamt-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](/venues/eamt/)- SIG:
- Publisher:

• European Association for Machine Translation

- Note:
- Pages:

• 35–36

- Language:
- URL:
[https://aclanthology.org/2026.eamt-2.17/](https://aclanthology.org/2026.eamt-2.17/)- DOI:
- Cite (ACL):

• Judith Klein. 2026. Advanced CAT Tool Features for Enhancing Consistency in MT and Generative AI Outputs. InProceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2), pages 35–36, Tilburg, The Netherlands. European Association for Machine Translation. - Cite (Informal):

[Advanced CAT Tool Features for Enhancing Consistency in MT and Generative AI Outputs](https://aclanthology.org/2026.eamt-2.17/)(Klein, EAMT 2026)- PDF:
[https://aclanthology.org/2026.eamt-2.17.pdf](https://aclanthology.org/2026.eamt-2.17.pdf)