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- X-ALMA builds upon [ALMA-R](https://arxiv.org/pdf/2401.08417) by expanding support from 6 to 50 languages. It utilizes a plug-and-play architecture with language-specific modules, complemented by a carefully designed training recipe. This release includes the **language-specific X-ALMA LoRA module and a merged model that supports the languages in Group 3: English (en), Bulgarian (bg), Macedonian (mk), Serbian (sr), Ukrainian (uk), and Russian (ru).**.
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  All X-ALMA checkpoints are released at huggingface:
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  | Models | Model Link | Description |
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  |:-------------:|:---------------:|:---------------:|
 
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+ [X-ALMA](https://arxiv.org/pdf/2410.03115) builds upon [ALMA-R](https://arxiv.org/pdf/2401.08417) by expanding support from 6 to 50 languages. It utilizes a plug-and-play architecture with language-specific modules, complemented by a carefully designed training recipe. This release includes the **language-specific X-ALMA LoRA module and a merged model that supports the languages in Group 3: English (en), Bulgarian (bg), Macedonian (mk), Serbian (sr), Ukrainian (uk), and Russian (ru).**.
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+ ```
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+ @misc{xu2024xalmaplugplay,
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+ title={X-ALMA: Plug & Play Modules and Adaptive Rejection for Quality Translation at Scale},
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+ author={Haoran Xu and Kenton Murray and Philipp Koehn and Hieu Hoang and Akiko Eriguchi and Huda Khayrallah},
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+ year={2024},
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+ eprint={2410.03115},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2410.03115},
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+ }
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+ ```
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  All X-ALMA checkpoints are released at huggingface:
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  | Models | Model Link | Description |
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  |:-------------:|:---------------:|:---------------:|