Update README.md

README.md

@@ -177,3 +177,14 @@ As of writing this, the number 1 ranking model in IFEval for any model under 2 b
 |MuSR (0-shot)      | 1.92|
 |MMLU-PRO (5-shot)  | 7.89|
 
+# Citation
+
+@misc{alrashed2024smoltuluhigherlearningrate,
+      title={SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs}, 
+      author={Sultan Alrashed},
+      year={2024},
+      eprint={2412.08347},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2412.08347}, 
+}