Replacing the Irreplaceable: A Case Study on the Limitations of MT and AI Translation during the 2023 Gaza-Israel Conflict

Abeer Alfaify


Abstract
Despite the remarkable development of artificial intelligence (AI) and machine translation (MT) in recent years, which has made them more efficient, less costly and easier to navigate, they still struggle to match the abilities of human translators. The limitations shown by AI and MT, which have been detected in various domain-specific texts and contexts, sustain the debate over whether they can fully replace human translators. Nevertheless, very few studies have examined the translation abilities of AI and MT during conflicts and high-stakes contexts. This paper explores some of these limitations that were detected during the 2023 Gaza-Israel conflict, illustrating significant examples from X (formerly Twitter). These examples showcase limitations in 1) translating cultural references, 2) avoiding critical errors in high-stakes context, 3) preventing bias and intervention, and 4) translating cursive handwriting. This is done through a combination of descriptive, comparative and experimental analysis methods, highlighting risks and implications associated with using these tools in such sensitive contexts, while contributing to the broader discussion on whether advances in AI and MT will diminish the need for human translators.
Anthology ID:
2025.mtsummit-2.2
Volume:
Proceedings of Machine Translation Summit XX: Volume 2
Month:
June
Year:
2025
Address:
Geneva, Switzerland
Editors:
Pierrette Bouillon, Johanna Gerlach, Sabrina Girletti, Lise Volkart, Raphael Rubino, Rico Sennrich, Samuel Läubli, Martin Volk, Miquel Esplà-Gomis, Vincent Vandeghinste, Helena Moniz, Sara Szoc
Venue:
MTSummit
SIG:
Publisher:
European Association for Machine Translation
Note:
Pages:
8–17
Language:
URL:
https://preview.aclanthology.org/mtsummit-25-ingestion/2025.mtsummit-2.2/
DOI:
Bibkey:
Cite (ACL):
Abeer Alfaify. 2025. Replacing the Irreplaceable: A Case Study on the Limitations of MT and AI Translation during the 2023 Gaza-Israel Conflict. In Proceedings of Machine Translation Summit XX: Volume 2, pages 8–17, Geneva, Switzerland. European Association for Machine Translation.
Cite (Informal):
Replacing the Irreplaceable: A Case Study on the Limitations of MT and AI Translation during the 2023 Gaza-Israel Conflict (Alfaify, MTSummit 2025)
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PDF:
https://preview.aclanthology.org/mtsummit-25-ingestion/2025.mtsummit-2.2.pdf