docs: update README.md

README.md

@@ -26,4 +26,16 @@ https://github.com/mazzzystar/TurtleBench
 ## Links
 **Demo:** https://tanghenre.com
 
-**Code:** https://github.com/mazzzystar/TurtleBench
+**Code:** https://github.com/mazzzystar/TurtleBench
+
+**arXiv**: https://arxiv.org/abs/2410.05262
+
+## Citation
+```
+@article{TurtleBench,
+      title={TurtleBench: Evaluating Top Language Models via Real-World Yes/No Puzzles}, 
+      author={Qingchen Yu and Shichao Song and Ke Fang and Yunfeng Shi and Zifan Zheng and Hanyu Wang and Simin Niu and Zhiyu Li},
+      journal={arXiv preprint arXiv:2410.05262},
+      year={2024},
+}
+```