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Lambda

This is the official implementation for the paper "LAMBDA: Large Language Model-Based Data Augmentation for Multi-Modal Machine Translation" accepted by EMNLP2024.

Model Structure

image

Baselines

The produced baselines in paper can be found at

https://github.com/LividWo/Revisit-MMT (Gated fusion)

https://github.com/MatthieuFP/VGAMT (VGAMT)

https://github.com/libeineu/fairseq_mmt (SA)

https://github.com/nlp-mmt/Noise-robust-Text2image-Mask (Noise-robust)

Citation

If you find our work helpful, please cite as:

@inproceedings{wang-etal-2024-lambda,
    title = "{LAMBDA}: Large Language Model-Based Data Augmentation for Multi-Modal Machine Translation",
    author = "Wang, Yusong  and
      Li, Dongyuan  and
      Shen, Jialun  and
      Xu, Yicheng  and
      Xu, Mingkun  and
      Funakoshi, Kotaro  and
      Okumura, Manabu",
    editor = "Al-Onaizan, Yaser  and
      Bansal, Mohit  and
      Chen, Yun-Nung",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2024",
    month = nov,
    year = "2024",
    address = "Miami, Florida, USA",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.findings-emnlp.893",
    doi = "10.18653/v1/2024.findings-emnlp.893",
    pages = "15240--15253",
}

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