Mitigating Hallucinations and Off-target Machine Translation with Source-Contrastive and Language-Contrastive Decoding

R Sennrich, J Vamvas, A Mohammadshahi - arXiv preprint arXiv …, 2023 - arxiv.org
Hallucinations and off-target translation remain unsolved problems in machine translation,
especially for low-resource languages and massively multilingual models. In this paper, we …

Document-level language models for machine translation

F Petrick, C Herold, P Petrushkov, S Khadivi… - arXiv preprint arXiv …, 2023 - arxiv.org
Despite the known limitations, most machine translation systems today still operate on the
sentence-level. One reason for this is, that most parallel training data is only sentence-level …

Fine-grained Gender Control in Machine Translation with Large Language Models

M Lee, H Koh, M Kim, K Jung - … of the 2024 Conference of the …, 2024 - aclanthology.org
In machine translation, the problem of ambiguously gendered input has been pointed out,
where the gender of an entity is not available in the source sentence. To address this …