Update README.md

README.md

@@ -55,15 +55,17 @@ embeddings = torch.load(emb_path)
 If you use this model or the underlying concepts in your research, please cite our work:
 
 ```
-@misc{bochkov2025emergentsemanticstokenembeddings,
-      title={Emergent Semantics Beyond Token Embeddings: Transformer LMs with Frozen Visual Unicode Representations}, 
-      author={A. Bochkov},
+@article{
+      bochkov2025emergent,
+      title={Emergent Semantics Beyond Token Embeddings: Transformer {LM}s with Frozen Visual Unicode Representations},
+      author={Andrey Bochkov},
+      journal={Transactions on Machine Learning Research},
+      issn={2835-8856},
       year={2025},
-      eprint={2507.04886},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL},
-      url={https://arxiv.org/abs/2507.04886}, 
+      url={https://openreview.net/forum?id=Odh8IynO1o},
+      note={}
 }
+
 @misc{bochkov2025growingtransformersmodularcomposition,
       title={Growing Transformers: Modular Composition and Layer-wise Expansion on a Frozen Substrate}, 
       author={A. Bochkov},