Noise Improves Multimodal Machine Translation: Rethinking the Role of Visual Context

Multimodal Machine Translation (MMT) has long been assumed to outperform traditional text-only MT by leveraging visual information. However, recent studies challenge this assumption, showing that MMT models perform similarly even when tested without images or with mismatched images. This raises fund...

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Bibliographic Details
Main Authors: Xinyu Ma, Jun Rao, Xuebo Liu
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/13/11/1874
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