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@@ -43,12 +43,12 @@ Please note that these models have not been instruction tuned on general data an
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  This is a NeMo checkpoint, so you need to use [NeMo Framework](https://github.com/NVIDIA/NeMo) to run inference or finetune it.
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  We also release a [HuggingFace checkpoint](https://huggingface.co/nvidia/OpenMath2-Llama3.1-70B) and provide easy instructions on how to
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- [convert between different formats](https://github.com/NVIDIA/NeMo-Skills/blob/main/docs/pipelines/checkpoint-conversion.md) or
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- [run inference](https://github.com/NVIDIA/NeMo-Skills/blob/main/docs/basics/inference.md) with these models using our codebase.
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  # Reproducing our results
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- We provide [all instructions](https://github.com/NVIDIA/NeMo-Skills/blob/main/docs/openmathinstruct2/index.md) to fully reproduce our results.
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  ## Citation
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  This is a NeMo checkpoint, so you need to use [NeMo Framework](https://github.com/NVIDIA/NeMo) to run inference or finetune it.
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  We also release a [HuggingFace checkpoint](https://huggingface.co/nvidia/OpenMath2-Llama3.1-70B) and provide easy instructions on how to
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+ [convert between different formats](https://nvidia.github.io/NeMo-Skills/pipelines/checkpoint-conversion/) or
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+ [run inference](https://nvidia.github.io/NeMo-Skills/basics/inference/) with these models using our codebase.
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  # Reproducing our results
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+ We provide [all instructions](https://nvidia.github.io/NeMo-Skills/openmathinstruct2/) to fully reproduce our results.
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  ## Citation
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