Update README.md

README.md

@@ -23,4 +23,30 @@ The mathematical pretraining dataset includes mathematical code accompanied with
 
 ### Evaluation
 
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/65dd9e7b4a4fce1ec96dc6b7/BEZoDZLjp-fPFlt7oFXBa.png)
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/65dd9e7b4a4fce1ec96dc6b7/BEZoDZLjp-fPFlt7oFXBa.png)
+
+### Citation
+
+If you find this repository helpful, please consider citing our papers:
+
+```
+@misc{lu2024mathcoder2bettermathreasoning,
+      title={MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code}, 
+      author={Zimu Lu and Aojun Zhou and Ke Wang and Houxing Ren and Weikang Shi and Junting Pan and Mingjie Zhan and Hongsheng Li},
+      year={2024},
+      eprint={2410.08196},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2410.08196}, 
+}
+```
+```
+@inproceedings{
+wang2024mathcoder,
+title={MathCoder: Seamless Code Integration in {LLM}s for Enhanced Mathematical Reasoning},
+author={Zimu Lu and Aojun Zhou and Zimu Lu and Sichun Luo and Weikang Shi and Renrui Zhang and Linqi Song and Mingjie Zhan and Hongsheng Li},
+booktitle={The Twelfth International Conference on Learning Representations},
+year={2024},
+url={https://openreview.net/forum?id=z8TW0ttBPp}
+}
+```