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README.md

@@ -3,12 +3,13 @@
 If you find our work helpful, please feel free to cite the paper.
 
 ```
-@inproceedings{
-    nakamura2025optimal,
-    title={Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks},
-    author={Taishi Nakamura and Satoki Ishikawa and Masaki Kawamura and Takumi Okamoto and Daisuke Nohara and Jun Suzuki and Rio Yokota},
-    booktitle={2nd AI for Math Workshop @ ICML 2025},
-    year={2025},
-    url={https://openreview.net/forum?id=Ewj06opLqW}
+@article{nakamura2025optimalsparsitymixtureofexpertslanguage,
+      title={Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks}, 
+      author={Taishi Nakamura and Satoki Ishikawa and Masaki Kawamura and Takumi Okamoto and Daisuke Nohara and Jun Suzuki and Rio Yokota},
+      year={2025},
+      eprint={2508.18672},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2508.18672}, 
 }
 ```