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@@ -21,8 +21,7 @@ Robbyant Team
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  <div align="center">
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  [![Page](https://img.shields.io/badge/%F0%9F%8C%90%20Project%20Page-Demo-00bfff)](https://technology.robbyant.com/lingbot-world)
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- [![Tech Report](https://img.shields.io/badge/%F0%9F%93%84%20Tech%20Report-Document-teal)](LingBot_World_paper.pdf)
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- [![Paper](https://img.shields.io/static/v1?label=Paper&message=PDF&color=red&logo=arxiv)](https://github.com/robbyant/lingbot-world)
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  [![Model](https://img.shields.io/static/v1?label=%F0%9F%A4%97%20Model&message=HuggingFace&color=yellow)](https://huggingface.co/robbyant/lingbot-world-base-cam)
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  [![Model](https://img.shields.io/static/v1?label=%F0%9F%A4%96%20Model&message=ModelScope&color=purple)](https://www.modelscope.cn/models/Robbyant/lingbot-world-base-cam)
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  [![License](https://img.shields.io/badge/License-Apache--2.0-green)](LICENSE.txt)
@@ -136,7 +135,7 @@ If you find this work useful for your research, please cite our paper:
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  @article{lingbot-world,
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  title={Advancing Open-source World Models},
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  author={Robbyant Team},
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- journal={arXiv preprint arXiv:xx.xx},
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  year={2026}
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  }
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  ```
 
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  <div align="center">
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  [![Page](https://img.shields.io/badge/%F0%9F%8C%90%20Project%20Page-Demo-00bfff)](https://technology.robbyant.com/lingbot-world)
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+ [![Paper](https://img.shields.io/static/v1?label=Paper&message=PDF&color=red&logo=arxiv)](https://arxiv.org/abs/2601.20540)
 
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  [![Model](https://img.shields.io/static/v1?label=%F0%9F%A4%97%20Model&message=HuggingFace&color=yellow)](https://huggingface.co/robbyant/lingbot-world-base-cam)
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  [![Model](https://img.shields.io/static/v1?label=%F0%9F%A4%96%20Model&message=ModelScope&color=purple)](https://www.modelscope.cn/models/Robbyant/lingbot-world-base-cam)
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  [![License](https://img.shields.io/badge/License-Apache--2.0-green)](LICENSE.txt)
 
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  @article{lingbot-world,
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  title={Advancing Open-source World Models},
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  author={Robbyant Team},
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+ journal={arXiv preprint arXiv:2601.20540},
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  year={2026}
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  }
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  ```