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diff --git a/README.md b/README.md
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+---
+language:
+- en
+license: cc-by-4.0
+size_categories:
+- 1M<n<10M
+task_categories:
+- question-answering
+- text-generation
+pretty_name: OpenMathReasoning
+tags:
+- math
+- nvidia
+configs:
+- config_name: default
+  data_files:
+  - split: cot
+    path: data/cot-*
+  - split: tir
+    path: data/tir-*
+  - split: genselect
+    path: data/genselect-*
+dataset_info:
+  features:
+  - name: expected_answer
+    dtype: string
+  - name: problem_type
+    dtype: string
+  - name: problem_source
+    dtype: string
+  - name: generation_model
+    dtype: string
+  - name: pass_rate_72b_tir
+    dtype: string
+  - name: problem
+    dtype: string
+  - name: generated_solution
+    dtype: string
+  - name: inference_mode
+    dtype: string
+  splits:
+  - name: cot
+    num_bytes: 71638774515
+    num_examples: 3201061
+  - name: tir
+    num_bytes: 35467270369
+    num_examples: 1703010
+  - name: genselect
+    num_bytes: 6981053721
+    num_examples: 565620
+  download_size: 49370957110
+  dataset_size: 114087098605
+---
+
+
+# OpenMathReasoning
+
+OpenMathReasoning is a large-scale math reasoning dataset for training large language models (LLMs). 
+This dataset contains 
+
+* 540K unique mathematical problems sourced from [AoPS forums](https://artofproblemsolving.com/community), 
+* 3.2M long chain-of-thought (CoT) solutions
+* 1.7M long tool-integrated reasoning (TIR) solutions
+* 566K samples that select the most promising solution out of many candidates (GenSelect)
+
+We used [Qwen2.5-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct) to preprocess problems, and 
+[DeepSeek-R1](https://huggingface.co/deepseek-ai/DeepSeek-R1) and [QwQ-32B](https://huggingface.co/Qwen/QwQ-32B) to generate solutions. 
+
+This dataset was a foundation of our winning submission to the 
+[AIMO-2 Kaggle competition](https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/leaderboard).
+
+See our [paper](https://arxiv.org/abs/2504.16891) to learn more details!
+
+**_NOTE:_** An early version of this data was released separately in [Llama-Nemotron-Post-Training-Dataset](https://huggingface.co/datasets/nvidia/Llama-Nemotron-Post-Training-Dataset).
+
+## Dataset fields
+
+OpenMathReasoning dataset contains the following fields:
+
+- **problem**: Problem statement extracted from [AoPS forums](https://artofproblemsolving.com/community) and refined with [Qwen2.5-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct)
+- **generated_solution**: Synthetically generated solution using either [DeepSeek-R1](https://huggingface.co/deepseek-ai/DeepSeek-R1) or [QwQ-32B](https://huggingface.co/Qwen/QwQ-32B)
+- **generation_model**: DeepSeek-R1 or QwQ-32B
+- **problem_type**: Can be one of "has_answer_extracted", "no_answer_extracted" and "converted_proof" dependening on whether we were able to extract the answer or if this is a proof question converted to answer question.
+- **expected_answer**: Extracted answer if "problem_type" is "has_answer_extracted". Otherwise this is the majority-voting answer across all generated solutions for this problem.
+- **problem_source**: States the corresponding AoPS forum (e.g. "aops_c6_high_school_olympiads") or "MATH_training_set" as we also include a small set of generations from [MATH](https://github.com/hendrycks/math).
+- **inference_mode**: "cot", "tir" or "genselect"
+- **pass_rate_72b_tir**: Pass rate out of 32 generations for [Qwen2.5-Math-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Math-72B-Instruct) run in TIR mode. This attribute is only available when "problem_type" is "has_answer_extracted" and is set to "n/a" for other cases. 
+
+
+## OpenMath-Nemotron models
+
+To demonstrate the quality of this dataset, we release a series of OpenMath-Nemotron models trained on this data.
+
+* [OpenMath-Nemotron-1.5B](https://huggingface.co/nvidia/OpenMath-Nemotron-1.5B)
+* [OpenMath-Nemotron-7B](https://huggingface.co/nvidia/OpenMath-Nemotron-7B)
+* [OpenMath-Nemotron-14B](https://huggingface.co/nvidia/OpenMath-Nemotron-14B)
+* [OpenMath-Nemotron-14B-Kaggle](https://huggingface.co/nvidia/OpenMath-Nemotron-14B-Kaggle) (this is the model used in [AIMO-2 Kaggle competition](https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/leaderboard))
+* [OpenMath-Nemotron-32B](https://huggingface.co/nvidia/OpenMath-Nemotron-32B)
+
+![Evaluation Results](./results.png)
+
+The models achieve state-of-the-art results on popular mathematical benchmarks. We present metrics as pass@1 (maj@64) where pass@1
+is an average accuracy across 64 generations and maj@64 is the result of majority voting. 
+Please see our [paper](https://arxiv.org/abs/2504.16891) for more details on the evaluation setup.
+
+| Model                         | AIME24 |  AIME25     |  HMMT-24-25     | HLE-Math    |
+|-------------------------------|-----------------|-------|-------|-------------|
+| DeepSeek-R1-Distill-Qwen-1.5B | 26.8 (60.0)     | 21.4 (36.7) | 14.2 (26.5) | 2.9 (5.0)   |
+| [OpenMath-Nemotron-1.5B](https://huggingface.co/nvidia/OpenMath-Nemotron-1.5B) CoT   | 61.6 (80.0)     | 49.5 (66.7) | 39.9 (53.6) | 5.4 (5.4)   |
+| [OpenMath-Nemotron-1.5B](https://huggingface.co/nvidia/OpenMath-Nemotron-1.5B) TIR   | 52.0 (83.3)     | 39.7 (70.0) | 37.2 (60.7) | 2.5 (6.2)   |
+| + Self GenSelect              | 83.3            | 70.0  | 62.2  | 7.9         |
+| + 32B GenSelect               | 83.3            | 70.0  | 62.8  | 8.3         |
+| DeepSeek-R1-Distill-Qwen-7B  | 54.4 (80.0)     | 38.6 (53.3) | 30.6 (42.9) | 3.3 (5.2)   |
+| [OpenMath-Nemotron-7B](https://huggingface.co/nvidia/OpenMath-Nemotron-7B) CoT    | 74.8 (80.0)     | 61.2 (76.7) | 49.7 (57.7) | 6.6 (6.6)   |
+| [OpenMath-Nemotron-7B](https://huggingface.co/nvidia/OpenMath-Nemotron-7B) TIR    | 72.9 (83.3)     | 57.5 (76.7) | 54.6 (66.3) | 7.8 (10.8)  |
+| + Self GenSelect              | 86.7            | 76.7  | 68.4  | 11.5        |
+| + 32B GenSelect               | 86.7            | 76.7  | 69.9  | 11.9        |
+| DeepSeek-R1-Distill-Qwen-14B | 65.8 (80.0)     | 48.4 (60.0) | 40.1 (52.0) | 4.2 (4.8)   |
+| [OpenMath-Nemotron-14B-MIX (kaggle)](https://huggingface.co/nvidia/OpenMath-Nemotron-14B-Kaggle) | 73.7 (86.7) | 57.9 (73.3) | 50.5 (64.8) | 5.7 (6.5)   |
+| [OpenMath-Nemotron-14B](https://huggingface.co/nvidia/OpenMath-Nemotron-14B) CoT   | 76.3 (83.3)     | 63.0 (76.7) | 52.1 (60.7) | 7.5 (7.6)   |
+| [OpenMath-Nemotron-14B](https://huggingface.co/nvidia/OpenMath-Nemotron-14B) TIR   | 76.3 (86.7)     | 61.3 (76.7) | 58.6 (70.9) | 9.5 (11.5)  |
+| + Self GenSelect              | 86.7            | 76.7  | 72.4  | 14.1        |
+| + 32B GenSelect               | 90.0            | 76.7  | 71.9  | 13.7        |
+| QwQ-32B                       | 78.1 (86.7)     | 66.5 (76.7) | 55.9 (63.3) | 9.0 (9.5)   |
+| DeepSeek-R1-Distill-Qwen-32B | 66.9 (83.3)     | 51.8 (73.3) | 39.9 (51.0) | 4.8 (6.0)   |
+| [OpenMath-Nemotron-32B](https://huggingface.co/nvidia/OpenMath-Nemotron-32B) CoT   | 76.5 (86.7)     | 62.5 (73.3) | 53.0 (59.2) | 8.3 (8.3)   |
+| [OpenMath-Nemotron-32B](https://huggingface.co/nvidia/OpenMath-Nemotron-32B) TIR   | 78.4 (93.3)     | 64.2 (76.7) | 59.7 (70.9) | 9.2 (12.5)  |
+| + Self GenSelect              | 93.3            | 80.0  | 73.5  | 15.7        |
+| DeepSeek-R1                   | 79.1 (86.7)     | 64.3 (73.3) | 53.0 (59.2) | 10.5 (11.4) |
+
+## Reproducing our results
+
+The pipeline we used to produce the data and models is fully open-sourced!
+
+- [Code](https://github.com/NVIDIA/NeMo-Skills)
+- [Models](https://huggingface.co/collections/nvidia/openmathreasoning-68072c0154a5099573d2e730)
+- [Dataset](https://huggingface.co/datasets/nvidia/OpenMathReasoning)
+- [Paper](https://arxiv.org/abs/2504.16891)
+
+We provide [all instructions](https://nvidia.github.io/NeMo-Skills/openmathreasoning1/)
+to fully reproduce our results, including data generation.
+
+## Citation
+
+If you find our work useful, please consider citing us!
+
+```bibtex
+@article{moshkov2025aimo2,
+  title   = {AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset},
+  author  = {Ivan Moshkov and Darragh Hanley and Ivan Sorokin and Shubham Toshniwal and Christof Henkel and Benedikt Schifferer and Wei Du and Igor Gitman},
+  year    = {2025},
+  journal = {arXiv preprint arXiv:2504.16891}
+}
+```
+
+
+## Dataset Owner(s):
+NVIDIA Corporation
+
+## Release Date:
+04/23/2025
+
+## Data Version
+1.0 (04/23/2025)
+
+## License/Terms of Use:
+cc-by-4.0
+
+## Intended Usage:
+This dataset is intended to be used by the community to continue to improve models. The data may be freely used to train and evaluate.
+
+
+## Ethical Considerations:
+NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications.  When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse.   
+
+Please report security vulnerabilities or NVIDIA AI Concerns [here](https://www.nvidia.com/en-us/support/submit-security-vulnerability/).
+
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