update tech report link and citation

README.md

@@ -445,7 +445,7 @@ TTS represents test time scaling results on few of the benchmarks that we evalua
 # Useful links
 
 - View [our release blogpost](https://falcon-lm.github.io/blog/falcon-h1r-7b).
-- View [our technical report](https://github.com/tiiuae/falcon-h1r/blob/main/tech_report.pdf).
+- View [our technical report](https://arxiv.org/abs/2601.02346).
 - Feel free to join [our discord server](https://discord.gg/Cbek57PrZE) if you have any questions or to interact with our researchers and developers.
 
 # Citation
@@ -453,11 +453,13 @@ TTS represents test time scaling results on few of the benchmarks that we evalua
 If the Falcon-H1R family of reasoning models is helpful to your work, feel free to give us a cite.
 
 ```
-@article{falconh1r,
-    title = {Falcon-H1R: Pushing the Reasoning Frontiers with a Hybrid Model for Efficient Test-Time Scaling},
-    url = {https://github.com/tiiuae/falcon-h1r/blob/main/tech_report.pdf},
-    author = {Falcon Reasoning Team, Iheb Chaabane, Puneesh Khanna, Suhail Mohmad, Slim Frikha, Shi Hu, Abdalgader Abubaker, Reda Alami, Mikhail Lubinets, Mohamed El Amine Seddik, Hakim Hacid},
-    month = {December},
-    year = {2025}
+@misc{falconllmteam2026falconh1rpushingreasoningfrontiers,
+      title={Falcon-H1R: Pushing the Reasoning Frontiers with a Hybrid Model for Efficient Test-Time Scaling}, 
+      author={Falcon LLM Team and Iheb Chaabane and Puneesh Khanna and Suhail Mohmad and Slim Frikha and Shi Hu and Abdalgader Abubaker and Reda Alami and Mikhail Lubinets and Mohamed El Amine Seddik and Hakim Hacid},
+      year={2026},
+      eprint={2601.02346},
+      archivePrefix={arXiv},
+      primaryClass={cs.AI},
+      url={https://arxiv.org/abs/2601.02346}, 
 }
 ```