Update README.md

README.md

@@ -12,7 +12,7 @@ license: apache-2.0
 # Model Summary
 
 - **Repository:** [simplescaling/s1](https://github.com/simplescaling/s1)
-- **Paper:** TODO
+- **Paper:** https://arxiv.org/abs/2501.19393
 
 # Use
 
@@ -31,5 +31,13 @@ This is the token-conditional control model for our paper. You can evaluate usin
 # Citation
 
 ```bibtex
-TODO
+@misc{muennighoff2025s1simpletesttimescaling,
+      title={s1: Simple test-time scaling}, 
+      author={Niklas Muennighoff and Zitong Yang and Weijia Shi and Xiang Lisa Li and Li Fei-Fei and Hannaneh Hajishirzi and Luke Zettlemoyer and Percy Liang and Emmanuel Candès and Tatsunori Hashimoto},
+      year={2025},
+      eprint={2501.19393},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2501.19393}, 
+}
 ```