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@@ -11,7 +11,7 @@ pipeline_tag: text-classification
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  </div>
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  <hr>
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  <div align="center" style="line-height: 1;">
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- <a href="https://huggingface.co/Skywork/Skywork-Reward-V2-Llama-3.1-8B/resolve/main/assets/Skywork_Reward_V2.pdf" target="_blank">
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  <img alt="Paper" src="https://img.shields.io/badge/πŸ“–%20Paper-Skywork--Reward--V2-4D5EFF?style=flat-square&labelColor=202124"/>
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  </a>
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  <a href="https://huggingface.co/collections/Skywork/skywork-reward-v2-685cc86ce5d9c9e4be500c84" target="_blank">
@@ -238,13 +238,13 @@ If you have any questions, please feel free to reach us at `yuhao.liuu at kunlun
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  ## πŸ“š Citation
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- If you find our work useful, please cite it as follows. The arXiv link of our technical report will be released soon.
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  ```bibtex
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  @article{liu2025skywork,
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  title={Skywork-Reward-V2: Scaling Preference Data Curation via Human-AI Synergy},
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  author = {Liu, Chris Yuhao and Zeng, Liang and Xiao, Yuzhen and He, Jujie and Liu, Jiacai and Wang, Chaojie and Yan, Rui and Shen, Wei and Zhang, Fuxiang and Xu, Jiacheng and Liu, Yang and Zhou, Yahui},
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- journal={arXiv preprint},
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  year={2025}
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  }
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  ```
 
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  </div>
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  <hr>
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  <div align="center" style="line-height: 1;">
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+ <a href="https://arxiv.org/abs/2507.01352" target="_blank">
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  <img alt="Paper" src="https://img.shields.io/badge/πŸ“–%20Paper-Skywork--Reward--V2-4D5EFF?style=flat-square&labelColor=202124"/>
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  </a>
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  <a href="https://huggingface.co/collections/Skywork/skywork-reward-v2-685cc86ce5d9c9e4be500c84" target="_blank">
 
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  ## πŸ“š Citation
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+ If you find our work useful, please cite it as follows.
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  ```bibtex
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  @article{liu2025skywork,
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  title={Skywork-Reward-V2: Scaling Preference Data Curation via Human-AI Synergy},
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  author = {Liu, Chris Yuhao and Zeng, Liang and Xiao, Yuzhen and He, Jujie and Liu, Jiacai and Wang, Chaojie and Yan, Rui and Shen, Wei and Zhang, Fuxiang and Xu, Jiacheng and Liu, Yang and Zhou, Yahui},
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+ journal={arXiv preprint arXiv:2507.01352},
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  year={2025}
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  }
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  ```