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@@ -145,4 +145,19 @@ This project is licensed under the terms of the [Apache License 2.0](https://www
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  ## 🤝 Contact & Collaboration
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  For questions, collaborations, or feedback, please reach out via [Hugging Face](https://huggingface.co/inclusionAI/LLaDA2.0-mini-preview) or open an issue in the [repository](https://github.com/inclusionAI).
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- 👉 Join us in advancing open, efficient, and intelligent language models!
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## 🤝 Contact & Collaboration
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  For questions, collaborations, or feedback, please reach out via [Hugging Face](https://huggingface.co/inclusionAI/LLaDA2.0-mini-preview) or open an issue in the [repository](https://github.com/inclusionAI).
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+ 👉 Join us in advancing open, efficient, and intelligent language models!
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+
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+ ---
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+
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+ ## Citation
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+ ```bibtex
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+ @misc{bie2025llada20scalingdiffusionlanguage,
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+ title={LLaDA2.0: Scaling Up Diffusion Language Models to 100B},
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+ author={Tiwei Bie and Maosong Cao and Kun Chen and Lun Du and Mingliang Gong and Zhuochen Gong and Yanmei Gu and Jiaqi Hu and Zenan Huang and Zhenzhong Lan and Chengxi Li and Chongxuan Li and Jianguo Li and Zehuan Li and Huabin Liu and Ling Liu and Guoshan Lu and Xiaocheng Lu and Yuxin Ma and Jianfeng Tan and Lanning Wei and Ji-Rong Wen and Yipeng Xing and Xiaolu Zhang and Junbo Zhao and Da Zheng and Jun Zhou and Junlin Zhou and Zhanchao Zhou and Liwang Zhu and Yihong Zhuang},
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+ year={2025},
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+ eprint={2512.15745},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.LG},
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+ url={https://arxiv.org/abs/2512.15745},
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+ }
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+ ```