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@@ -121,7 +121,7 @@ We evaluate the INT4 and FP8 quantized models using several datasets. The FP8 qu
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  This code repository is licensed under [the MIT License](https://github.com/inclusionAI/Ring-V2/blob/master/LICENSE).
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- #### Citation
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  ```shell
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  @misc{lingteam2025attentionmattersefficienthybrid,
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  title={Every Attention Matters: An Efficient Hybrid Architecture for Long-Context Reasoning},
 
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  This code repository is licensed under [the MIT License](https://github.com/inclusionAI/Ring-V2/blob/master/LICENSE).
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+ ## Citation
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  ```shell
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  @misc{lingteam2025attentionmattersefficienthybrid,
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  title={Every Attention Matters: An Efficient Hybrid Architecture for Long-Context Reasoning},