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@@ -4,7 +4,7 @@ license_name: openmdw
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  license_link: LICENSE
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  ---
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  # Seed-X-RM-7B
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- <a href="https://github.com/ByteDance-Seed/Seed-X-7B/blob/main/Technical_Report.pdf">
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  <img src="https://img.shields.io/badge/Seed--X-Report-blue"></a>
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  <a href="https://huggingface.co/ByteDance-Seed/Seed-X-RM-7B">
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  <img src="https://img.shields.io/badge/Seed--X-Hugging Face-brightgreen"></a>
@@ -48,21 +48,21 @@ Seed-X-RM assigns a reward score to the given translation using the same prompt
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  ## Evaluation
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  We evaluated Seed-X on a diverse set of translation benchmarks, including FLORES-200, WMT-25, and a publicly released [challenge set](https://github.com/ByteDance-Seed/Seed-X-7B/tree/main/challenge_set) accompanied by human evaluations.
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  ![humen_eval](imgs/humen_eval.png)
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- For detailed benchmark results and analysis, please refer to our [Technical Report](https://github.com/ByteDance-Seed/Seed-X-7B/blob/main/Technical_Report.pdf).
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  ## License
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  This project is licensed under OpenMDW. See the [LICENSE](https://github.com/ByteDance-Seed/Seed-X-7B/blob/main/LICENSE.openmdw) file for details.
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  ## Citation
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- <!-- If you find Seed-X useful for your research and applications, feel free to give us a star ⭐ or cite us using:
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  ```bibtex
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- @Article{XXX,
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- title={XXXXXXXXXXX},
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- author={XXX,XXX,XXX,XXX},
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  year={2025},
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- eprint={XXXX.XXXXX},
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  archivePrefix={arXiv},
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- primaryClass={cs.XX}
 
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  }
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- ```-->
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- We will soon publish our technical report on Arxiv.
 
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  license_link: LICENSE
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  ---
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  # Seed-X-RM-7B
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+ <a href="https://arxiv.org/pdf/2507.13618">
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  <img src="https://img.shields.io/badge/Seed--X-Report-blue"></a>
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  <a href="https://huggingface.co/ByteDance-Seed/Seed-X-RM-7B">
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  <img src="https://img.shields.io/badge/Seed--X-Hugging Face-brightgreen"></a>
 
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  ## Evaluation
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  We evaluated Seed-X on a diverse set of translation benchmarks, including FLORES-200, WMT-25, and a publicly released [challenge set](https://github.com/ByteDance-Seed/Seed-X-7B/tree/main/challenge_set) accompanied by human evaluations.
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  ![humen_eval](imgs/humen_eval.png)
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+ For detailed benchmark results and analysis, please refer to our [Technical Report](https://arxiv.org/pdf/2507.13618).
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  ## License
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  This project is licensed under OpenMDW. See the [LICENSE](https://github.com/ByteDance-Seed/Seed-X-7B/blob/main/LICENSE.openmdw) file for details.
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  ## Citation
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+ If you find Seed-X useful for your research and applications, feel free to give us a star ⭐ or cite us using:
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  ```bibtex
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+ @misc{cheng2025seedxbuildingstrongmultilingual,
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+ title={Seed-X: Building Strong Multilingual Translation LLM with 7B Parameters},
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+ author={Shanbo Cheng and Yu Bao and Qian Cao and Luyang Huang and Liyan Kang and Zhicheng Liu and Yu Lu and Wenhao Zhu and Jingwen Chen and Zhichao Huang and Tao Li and Yifu Li and Huiying Lin and Sitong Liu and Ningxin Peng and Shuaijie She and Lu Xu and Nuo Xu and Sen Yang and Runsheng Yu and Yiming Yu and Liehao Zou and Hang Li and Lu Lu and Yuxuan Wang and Yonghui Wu},
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  year={2025},
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+ eprint={2507.13618},
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  archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2507.13618},
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  }
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+ ```