Update README.md

README.md

@@ -113,10 +113,9 @@ 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*
-
-**BibTeX:**
+If you have found our work useful please cite as:
 
+```
 @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},
@@ -126,3 +125,4 @@ Title: *Transformers Don’t Need LayerNorm at Inference Time: Scaling LayerNorm
   primaryClass = {cs.LG},
   url = {https://arxiv.org/abs/2507.02559v1}
 }
+```