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@@ -116,14 +116,12 @@ outputs = pipeline(
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  print(outputs[0]["generated_text"][-1]['content'])
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  ````
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  To learn how to use the models in GenSelect mode see our [documentation](https://nvidia.github.io/NeMo-Skills/releases/openreasoning/evaluation/).
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  To use the model with GenSelect inference, we recommend following our
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- [reference implementation in NeMo-Skills](https://github.com/NVIDIA/NeMo-Skills/blob/main/nemo_skills/pipeline/genselect.py).
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- Alternatively, you can manually extract the summary from all solutions and use this
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- [prompt](https://github.com/NVIDIA/NeMo-Skills/blob/main/nemo_skills/prompt/config/openmath/genselect.yaml) for the math problems.
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- We have added [a simple transformer-based script](https://huggingface.co/nvidia/OpenReasoning-Nemotron-1.5B/blob/main/genselect_hf.py) in this repo to illustrate GenSelect.
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- We will add the prompt we used for the coding problems and a reference implementation soon!
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  You can learn more about GenSelect in these papers:
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  * [AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset](https://arxiv.org/abs/2504.16891)
 
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  print(outputs[0]["generated_text"][-1]['content'])
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  ````
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+ We have added [a simple transformer-based script](https://huggingface.co/nvidia/OpenReasoning-Nemotron-1.5B/blob/main/genselect_hf.py) in this repo to illustrate GenSelect.
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  To learn how to use the models in GenSelect mode see our [documentation](https://nvidia.github.io/NeMo-Skills/releases/openreasoning/evaluation/).
121
 
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  To use the model with GenSelect inference, we recommend following our
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+ [reference implementation in NeMo-Skills](https://github.com/NVIDIA/NeMo-Skills/blob/main/nemo_skills/pipeline/genselect.py). Alternatively, you can manually extract the summary from all solutions and use this
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+ [prompt](https://github.com/NVIDIA/NeMo-Skills/blob/main/nemo_skills/prompt/config/openmath/genselect.yaml) for the math problems. We will add the prompt we used for the coding problems and a reference implementation soon!
 
 
 
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  You can learn more about GenSelect in these papers:
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  * [AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset](https://arxiv.org/abs/2504.16891)