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6 changes: 3 additions & 3 deletions intel-deepmath.md
Original file line number Diff line number Diff line change
Expand Up @@ -147,8 +147,8 @@ If you use DeepMath in your research, please cite:

## References

[^1]: Luo, Michael, Sijun Tan, Justin Wong, et al. 2025. “DeepScaleR: Surpassing O1-Preview with a 1.5B Model by Scaling RL.” <https://pretty-radio-b75.notion.site/DeepScaleR-Surpassing-O1-Preview-with-a-1-5B-Model-by-Scaling-RL-19681902c1468005bed8ca303013a4e2>
[1] Luo, Michael, Sijun Tan, Justin Wong, et al. 2025. “DeepScaleR: Surpassing O1-Preview with a 1.5B Model by Scaling RL.” <https://pretty-radio-b75.notion.site/DeepScaleR-Surpassing-O1-Preview-with-a-1-5B-Model-by-Scaling-RL-19681902c1468005bed8ca303013a4e2>

[^2]: Liu, Mingjie, Shizhe Diao, Ximing Lu, et al. 2025. “ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models.” arXiv:2505.24864. Preprint, arXiv, May 30. <https://doi.org/10.48550/arXiv.2505.24864>
[2] Liu, Mingjie, Shizhe Diao, Ximing Lu, et al. 2025. “ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models.” arXiv:2505.24864. Preprint, arXiv, May 30. <https://doi.org/10.48550/arXiv.2505.24864>

[^3]: Moshkov, Ivan, Darragh Hanley, Ivan Sorokin, et al. 2025. “AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning Dataset.” arXiv:2504.16891. Preprint, arXiv, April 23. <https://doi.org/10.48550/arXiv.2504.16891>
[3] Moshkov, Ivan, Darragh Hanley, Ivan Sorokin, et al. 2025. “AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning Dataset.” arXiv:2504.16891. Preprint, arXiv, April 23. <https://doi.org/10.48550/arXiv.2504.16891>