Update README.md

README.md

@@ -1,22 +1,24 @@
 ---
-library_name: transformers
+base_model:
+- tiiuae/Falcon-H1-7B-Base
 language:
 - en
-tags:
-- falcon-h1r
+library_name: transformers
+pipeline_tag: text-generation
 license: other
 license_name: falcon-llm-license
 license_link: https://falconllm.tii.ae/falcon-terms-and-conditions.html
-base_model:
-- tiiuae/Falcon-H1-7B-Base
+tags:
+- falcon-h1r
 ---
 
 <img src="https://huggingface.co/datasets/tiiuae/reasoning-images/resolve/main/falcon-h1r-logo.png" alt="drawing" width="800"/>
 
 # Falcon-H1R-7B
 
-This repository presents **Falcon-H1R-7B**, a reasoning-specialized model built on top of [Falcon-H1-7B-Base](https://huggingface.co/tiiuae/Falcon-H1-7B-Base) and trained via cold-start supervised fine-tuning with
-long reasoning traces and further enhanced by scaling RL with GRPO. The model demonstrates outstanding performance across various benchmark evaluations, including mathematics, programming, instruction following, and general logic.
+This repository presents **Falcon-H1R-7B**, a reasoning-specialized model introduced in the paper [Falcon-H1R: Pushing the Reasoning Frontiers with a Hybrid Model for Efficient Test-Time Scaling](https://huggingface.co/papers/2601.02346). 
+
+Built on top of [Falcon-H1-7B-Base](https://huggingface.co/tiiuae/Falcon-H1-7B-Base), it was trained via cold-start supervised fine-tuning with long reasoning traces and further enhanced by scaling RL with GRPO. The model demonstrates outstanding performance across various benchmark evaluations, including mathematics, programming, instruction following, and general logic.
 
 ## Model Description
 
@@ -428,7 +430,7 @@ 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://arxiv.org/abs/2601.02346).
+- View [our technical report](https://huggingface.co/papers/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