Update README.md

README.md

@@ -108,6 +108,20 @@ The model is intended for embedding extraction and retrieval over supported unim
 - The 4096-dimensional output and 9B-scale backbone require more memory, storage, and inference compute than the 2B variant.
 - Benchmark scores may not directly predict performance on a new domain. Evaluate with representative queries, candidates, and retrieval metrics before deployment.
 
+## Citation
+
+If you find our embedding models useful, please consider citing our technical report:
+
+```bibtex
+@article{ovisembedding2026,
+  title   = {Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings},
+  author  = {{Ovis-Embedding Team}},
+  journal = {arXiv preprint arXiv:2609.25165},
+  year    = {2026},
+  url     = {https://arxiv.org/abs/2609.25165}
+}
+```
+
 ## License
 
 This model is released under the Apache 2.0 license.