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@@ -13,6 +13,8 @@ base_model:
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  | [Light-R1-32B (ours) 🤗](https://huggingface.co/qihoo360/Light-R1-32B) |Qwen2.5-32B-Instruct|25.3.4|76.6|64.6|61.8|
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  | QwQ-32B |N/A|25.3.6|78.5|69.3|67.7|
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  [GitHub page](https://github.com/Qihoo360/Light-R1)
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@@ -20,7 +22,7 @@ Light-R1-32B-DS is a near-SOTA 32B math model with AIME24 & 25 scores 78.1 & 65.
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  Originated from DeepSeek-R1-Distill-Qwen-32B, Light-R1-32B-DS is further trained with only [3K SFT data](https://huggingface.co/datasets/qihoo360/Light-R1-SFTData) as we've open-sourced, demonstrating the strong applicability of the released data.
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- We are excited to release this model along with the [technical report](https://github.com/Qihoo360/Light-R1/blob/main/Light-R1.pdf).
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  ## Usage
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  Same as DeepSeek-R1-Distill-Qwen-32B.
 
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  | [Light-R1-32B (ours) 🤗](https://huggingface.co/qihoo360/Light-R1-32B) |Qwen2.5-32B-Instruct|25.3.4|76.6|64.6|61.8|
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  | QwQ-32B |N/A|25.3.6|78.5|69.3|67.7|
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+ [technical report](https://arxiv.org/abs/2503.10460)
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+
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  [GitHub page](https://github.com/Qihoo360/Light-R1)
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  Originated from DeepSeek-R1-Distill-Qwen-32B, Light-R1-32B-DS is further trained with only [3K SFT data](https://huggingface.co/datasets/qihoo360/Light-R1-SFTData) as we've open-sourced, demonstrating the strong applicability of the released data.
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+ We are excited to release this model along with the [technical report](https://arxiv.org/abs/2503.10460).
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  ## Usage
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  Same as DeepSeek-R1-Distill-Qwen-32B.