Update README.md

README.md

@@ -46,4 +46,23 @@ emb_path = hf_hub_download(
     filename="normalized_embeddings_weights.pt"
 )
 
-embeddings = torch.load(emb_path)
+embeddings = torch.load(emb_path)
+```
+
+## 🧑‍🔬 Citation & Concept
+
+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},
+      year={2025},
+      eprint={2507.04886},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2507.04886}, 
+}
+```
+
+This work demonstrates that transformer blocks, not token embeddings, carry the semantic burden in LLMs — a step toward modular, fusable, multilingual LMs.