Update README.md

README.md

@@ -47,7 +47,13 @@ print(dataset[0]["question"])
 ## Citation
 
 If you find it useful, feel free to cite our paper (that's an encouragement to us): 
-
+<pre>@article{llmsqft,
+  title   = {LLMs Can Tackle High Energy Theoretical Physics, yet Gaps Remain: Part I, Quantum Field Theory},
+  author  = {Liu, Tong and Li, Bohan and Cheng, Gongrui and Yu, Zixiong and He, Yulan and Tresp, Volker},
+  journal = {arXiv preprint arXiv:2610.33134},
+  url     = {https://qft-bench.github.io/},
+  year    = {2026}
+}</pre>
 
 
 ## License