Is it AI or PE that worry translation professionals: results from a Human-Centered AI survey

Miguel A. Jiménez-Crespo, Stephanie A. Rodríguez


Abstract
Translation technologies have historically been developed without substantial input from professionals (e.g. O’Brien 2012). Conversely, the emerging human-centered AI (HCAI) paradigm emphasizes the importance of including end-users in the “process of conceiving, designing, testing, deploying, and iterating” technologies (Vallor 2024: 17). Therefore, early research engagement on the attitudes, needs and opinions of professionals on AI implementation is essential because incorporating them at later stages “results in issues and missed opportunities, which may be expensive to recover from due to the cost, time, resources, and energy spent” (Winslow and Garibay 2004: 123). To this end, this article presents a qualitative analysis of professional translators’ attitudes towards AI in the future, centered around the role of MT and post-editing (PE). The discussion draws on data collected from open ended questions included in a larger survey on control and autonomy from a HCAI perspective, which were thematically coded and qualitatively examined. The thematic analysis indicates that predominant concerns regarding the future of the AI-driven translation industry still revolves around longstanding issues in PE and MT literature, such as PE, translation quality, communicating and educating LSP, clients, users, and the broader public, maintaining human control over the final product or creativity. This is explained to some extent to the relatively small rates of integration of AI technologies into translation workflows to date (e.g. ELIA 2024; Rivas Ginel et al 2024; GALA 2024; Jimenez-Crespo 2024), or the fact the professional report using AI primarily for tasks related to translation, but not necessarily to PE the output of LLMs or NMT (Rivas Ginel and Moorkens 2025).
Anthology ID:
2025.mtsummit-1.32
Volume:
Proceedings of Machine Translation Summit XX: Volume 1
Month:
June
Year:
2025
Address:
Geneva, Switzerland
Editors:
Pierrette Bouillon, Johanna Gerlach, Sabrina Girletti, Lise Volkart, Raphael Rubino, Rico Sennrich, Ana C. Farinha, Marco Gaido, Joke Daems, Dorothy Kenny, Helena Moniz, Sara Szoc
Venue:
MTSummit
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Publisher:
European Association for Machine Translation
Note:
Pages:
407–419
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URL:
https://preview.aclanthology.org/mtsummit-25-ingestion/2025.mtsummit-1.32/
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Cite (ACL):
Miguel A. Jiménez-Crespo and Stephanie A. Rodríguez. 2025. Is it AI or PE that worry translation professionals: results from a Human-Centered AI survey. In Proceedings of Machine Translation Summit XX: Volume 1, pages 407–419, Geneva, Switzerland. European Association for Machine Translation.
Cite (Informal):
Is it AI or PE that worry translation professionals: results from a Human-Centered AI survey (Jiménez-Crespo & Rodríguez, MTSummit 2025)
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https://preview.aclanthology.org/mtsummit-25-ingestion/2025.mtsummit-1.32.pdf