Update README.md

README.md

@@ -66,6 +66,17 @@ configs:
     path: data/test-*
 ---
 
-Paper:
+### Paper:
 - arxiv https://arxiv.org/abs/2508.16745
 - huggingface https://huggingface.co/papers/2508.16745
+
+### Cite:
+@misc{rodkin2025memorizationextendingreasoningdepth,
+      title={Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling}, 
+      author={Ivan Rodkin and Daniil Orel and Konstantin Smirnov and Arman Bolatov and Bilal Elbouardi and Besher Hassan and Yuri Kuratov and Aydar Bulatov and Preslav Nakov and Timothy Baldwin and Artem Shelmanov and Mikhail Burtsev},
+      year={2025},
+      eprint={2508.16745},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2508.16745}, 
+}