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@@ -111,7 +111,7 @@ The model was evaluated on AIME24, GPQA Diamond, MATH-500, and GSM8K benchmarks.
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  ### Reproduction
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- The results can be reproduced using vLLM emulation docker: rocmshared/pytorch:vllm-gfx950-mxfp4-mxfp6-v3.
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  The results of AIME24, MATH-500, and GPQA Diamond, were obtained using [vLLM](https://docs.vllm.ai/en/latest/) while GSM8K was obtained using [SGLang](https://docs.sglang.ai/). For AIME24, MATH-500, and GPQA Diamond, we took 10 rounds with different random seeds for reliable performance estimation.
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  ```
 
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  ### Reproduction
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+ The results can be reproduced using vLLM emulation docker: `rocmshared/pytorch:vllm-gfx950-mxfp4-mxfp6-v3`.
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  The results of AIME24, MATH-500, and GPQA Diamond, were obtained using [vLLM](https://docs.vllm.ai/en/latest/) while GSM8K was obtained using [SGLang](https://docs.sglang.ai/). For AIME24, MATH-500, and GPQA Diamond, we took 10 rounds with different random seeds for reliable performance estimation.
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  ```