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  license: mit
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  ---
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  **ALMA** (**A**dvanced **L**anguage **M**odel-based tr**A**nslator) is an LLM-based translation model, which adopts a new translation model paradigm: it begins with fine-tuning on monolingual data and is further optimized using high-quality parallel data. This two-step fine-tuning process ensures strong translation performance.
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- Please find more details in the [ALMA paper](https://arxiv.org/abs/2309.11674).
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  ```
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  @misc{xu2023paradigm,
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  title={A Paradigm Shift in Machine Translation: Boosting Translation Performance of Large Language Models},
 
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  license: mit
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  ---
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  **ALMA** (**A**dvanced **L**anguage **M**odel-based tr**A**nslator) is an LLM-based translation model, which adopts a new translation model paradigm: it begins with fine-tuning on monolingual data and is further optimized using high-quality parallel data. This two-step fine-tuning process ensures strong translation performance.
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+ Please find more details in the [ALMA paper](https://arxiv.org/abs/2309.11674) and in their [models](https://huggingface.co/haoranxu/ALMA-7B)
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  ```
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  @misc{xu2023paradigm,
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  title={A Paradigm Shift in Machine Translation: Boosting Translation Performance of Large Language Models},