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@@ -110,7 +110,7 @@ The model was evaluated on AIME24, GPQA Diamond, MATH-500, and GSM8K benchmarks.
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  ### Reproduction
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- The results of AIME24, MATH-500 and GPQA Diamond were obtained using forked [lighteval](https://github.com/zhaolin-amd/lighteval/tree/v0.10-release-custom) and vLLM docker `rocm/vllm-private:pytorch-vllm-gfx950-mxfp4-mxfp6-v3`.
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  ```
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  # Set docker env
 
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  ### Reproduction
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+ The results of AIME24, MATH-500 and GPQA Diamond were obtained using forked [lighteval](https://github.com/zhaolin-amd/lighteval/tree/v0.10-release-custom) and vLLM docker (emulation qdq) `rocm/vllm-private:pytorch-vllm-gfx950-mxfp4-mxfp6-v3`.
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  ```
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  # Set docker env