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@@ -71,7 +71,7 @@ We build the Doge by doing Per-Training on [Smollm-Corpus](https://huggingface.c
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  | [Doge-20M](https://huggingface.co/SmallDoge/Doge-20M) | 25.4 | 0.03 | 29.8 | 58.4 | 27.3 | 25.6 | 50.2 | 142 |
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  | [Doge-60M](https://huggingface.co/SmallDoge/Doge-60M) | 26.4 | 0.2 | 37.9 | 61.4 | 31.5 | 28.0 | 50.8 | 62 |
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  | [Doge-160M](https://huggingface.co/SmallDoge/Doge-160M) | 29.2 | 4.8 | 44.4 | 70.1 | 43.4 | 34.4 | 52.2 | 28 |
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- | [Doge-320M](https://huggingface.co/SmallDoge/Doge-320M) | 33.8 | 9.4 | 52.1 | 73.9 | 52.7 | 37.9 | 55.0 | 16 |
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  > [!NOTE]
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  > All evaluations are done using five-shot settings, without additional training on the benchmarks.
@@ -92,9 +92,10 @@ We build the Doge by doing Per-Training on [Smollm-Corpus](https://huggingface.c
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  ```bibtex
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  @misc{smalldoges,
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- title={SmallDoges},
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- author={SmallDoge Team and Jingze, Shi and Yifan, Wu and Bingheng, Wu},
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  year={2025},
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- month={March},
 
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  }
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  ```
 
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  | [Doge-20M](https://huggingface.co/SmallDoge/Doge-20M) | 25.4 | 0.03 | 29.8 | 58.4 | 27.3 | 25.6 | 50.2 | 142 |
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  | [Doge-60M](https://huggingface.co/SmallDoge/Doge-60M) | 26.4 | 0.2 | 37.9 | 61.4 | 31.5 | 28.0 | 50.8 | 62 |
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  | [Doge-160M](https://huggingface.co/SmallDoge/Doge-160M) | 29.2 | 4.8 | 44.4 | 70.1 | 43.4 | 34.4 | 52.2 | 28 |
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+ | [Doge-320M](https://huggingface.co/SmallDoge/Doge-320M) | 33.8 | 9.4 | 52.1 | 73.9 | 52.7 | 37.9 | 55.3 | 16 |
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  > [!NOTE]
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  > All evaluations are done using five-shot settings, without additional training on the benchmarks.
 
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  ```bibtex
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  @misc{smalldoges,
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+ title={SmallDoges: A Family of Dynamic UltraFast Small Language Models},
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+ author={Jingze, Shi and Yifan, Wu and Bingheng, Wu and Yuyu, Luo},
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  year={2025},
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+ month={March},
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+ url={https://github.com/SmallDoges/small-doge}
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  }
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  ```