GenTranslate / README.md
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metadata
license: apache-2.0
language:
  - en
  - zh
  - ja
  - fr
  - es
  - it
  - pt
tags:
  - generative translation
  - large language model
  - LLaMA
metrics:
  - bleu
pipeline_tag: text-generation
datasets:
  - PeacefulData/HypoTranslate

This repo releases the trained LLaMA-adapter weights in paper "GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators".

Code: https://github.com/YUCHEN005/GenTranslate

Data: https://huggingface.co/datasets/PeacefulData/HypoTranslate

Model: This repo

Filename format: [data_source]_[src_language_code]_[tgt_language_code]_[task].pth

e.g. covost2_ar_en_st.pth

Note:

  • Language code look-up: Table 15 & 17 in https://arxiv.org/pdf/2402.06894.pdf
  • Source/target language refers to the translation task, so that the N-best hypotheses and ground-truth transcription are both in target language
  • For speech translation datasets (FLEURS, CoVoST-2, MuST-C), the task ID "mt" denotes cascaded ASR+MT system

If you consider this work would be related or useful for your research, please kindly consider to cite the work below. Thank you.

@inproceedings{hu2024gentranslate,
    title = "GenTranslate: Large Language Models are Generative Multilingual Speech and Machine Translators",
    author = "Hu, Yuchen and Chen, Chen and Yang, Chao-Han Huck and Li, Ruizhe and Zhang, Dong and Chen, Zhehuai and Chng, Eng Siong",
    booktitle = "Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    publisher = "Association for Computational Linguistics",
    year = "2024"
}