Update README.md

README.md

@@ -113,8 +113,16 @@ This model is part of a collection of LayerNorm-free models. The table below pro
 
 ## Citation
 
-Title: *Transformers Don’t Need LayerNorm at Inference Time: Scaling LayerNorm Removal to GPT-2 XL and the Implications for Mechanistic Interpretability*
+If you have found our work useful please cite as:
 
-**BibTeX:**
-
-[TBD]
+```
+@misc{gpt2layernorm2025,
+  author = {Baroni, Luca and Khara, Galvin and Schaeffer, Joachim and Subkhankulov, Marat and Heimersheim, Stefan},
+  title = {Transformers Don't Need LayerNorm at Inference Time: Scaling LayerNorm Removal to GPT-2 XL and the Implications for Mechanistic Interpretability},
+  year = {2025},
+  eprint = {2507.02559},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.LG},
+  url = {https://arxiv.org/abs/2507.02559v1}
+}
+```