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  <p align="center">🤗 <a href="https://huggingface.co/inclusionAI">Hugging Face</a>&nbsp;&nbsp; | &nbsp;&nbsp;🤖 <a href="https://modelscope.cn/organization/inclusionAI">ModelScope </a>&nbsp;&nbsp; | &nbsp;&nbsp;🐙 <a href="https://openrouter.ai/inclusionai/ling-3.0-tiny:free">OpenRouter </a>&nbsp;&nbsp;</p>
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  ## Introduction
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- We have open-sourced the Ling-3.0 series, our most efficient language foundation model family to date. To support research and community-driven innovation, we are releasing **a collection of checkpoints** **during the training process **as following:
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  | Model | Pre-trained | Mid-trained | Merged (i.e., [WSM](https://arxiv.org/abs/2507.17634)) |
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  | --- | --- | --- | --- |
 
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  <p align="center">🤗 <a href="https://huggingface.co/inclusionAI">Hugging Face</a>&nbsp;&nbsp; | &nbsp;&nbsp;🤖 <a href="https://modelscope.cn/organization/inclusionAI">ModelScope </a>&nbsp;&nbsp; | &nbsp;&nbsp;🐙 <a href="https://openrouter.ai/inclusionai/ling-3.0-tiny:free">OpenRouter </a>&nbsp;&nbsp;</p>
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  ## Introduction
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+ We have open-sourced the Ling-3.0 series, our most efficient language foundation model family to date. To support research and community-driven innovation, we are releasing **a collection of checkpoints during the training process** as following:
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  | Model | Pre-trained | Mid-trained | Merged (i.e., [WSM](https://arxiv.org/abs/2507.17634)) |
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  | --- | --- | --- | --- |