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README.md

@@ -26,7 +26,7 @@ size_categories:
 </p>
 
 <p align="center">
-<a href="https://huggingface.co/spaces/LOGOS-Hub/LOGOS-Technical-Report/resolve/main/LOGOS_technical_report.pdf" target="_blank"><img src="https://img.shields.io/badge/Technical Report-b5212f.svg?logo=arxiv" height="21px"></a>&nbsp;
+<a href="https://arxiv.org/abs/2606.16905" target="_blank"><img src="https://img.shields.io/badge/Technical Report-b5212f.svg?logo=arxiv" height="21px"></a>&nbsp;
 <a href="https://github.com/LOGOS-Hub/LOGOS"><img src="https://img.shields.io/badge/GitHub-LOGOS-181717?logo=github&logoColor=white" height="21px"></a>
 </p>
 
@@ -93,6 +93,22 @@ outputs = model.generate(**inputs, max_new_tokens=512)
 print(tokenizer.decode(outputs[0], skip_special_tokens=True))
 ```
 
+## Citation
+
+If you find this work useful in your research or applications, please cite our technical report.
+
+```bibtex
+@misc{li2026speakinglanguagesciencegeneralpurpose,
+      title={Speaking the Language of Science: Toward a General-Purpose Generative Foundation Model for the Natural Sciences}, 
+      author={Mingyang Li and Yurou Liu and Jieping Ye and Bing Su and Ji-Rong Wen and Zheng Wang},
+      year={2026},
+      eprint={2606.16905},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2606.16905}, 
+}
+```
+
 ## License
 
 This project is released under **[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/legalcode)**.