Improve model card: Add pipeline tag, library name, and paper link (#1)

- Improve model card: Add pipeline tag, library name, and paper link (45905a768e2c61da0ed905bb179dada7bd655449)


Co-authored-by: Niels Rogge <[email protected]>

README.md

@@ -1,17 +1,18 @@
 ---
 license: mit
+pipeline_tag: text-generation
+library_name: transformers
 ---
-## TMLR-Group-HF/Self-Certainty-Qwen3-8B-Base
 
-This is the Qwen3-8B-Base model trained by Self Certainty method using MATH training set.
+This repository contains the `Self-Certainty-Qwen3-8B-Base` model, which is a Qwen3-8B-Base model fine-tuned using the Self-Certainty method on the MATH training set, as described in the paper [Co-rewarding: Stable Self-supervised RL for Eliciting Reasoning in Large Language Models](https://huggingface.co/papers/2508.00410).
 
-If you are interested in Co-Reward, you can find more details on our Github Repo [https://github.com/tmlr-group/Co-Reward].
+If you are interested in the Co-rewarding framework, you can find more details and the full implementation on the GitHub repository: [https://github.com/tmlr-group/Co-rewarding](https://github.com/tmlr-group/Co-rewarding).
 
 ## Citation
 
 ```
 @article{zhang2025coreward,
-      title={Co-Reward: Self-supervised Reinforcement Learning for Large Language Model Reasoning via Contrastive Agreement}, 
+      title={Co-rewarding: Stable Self-supervised RL for Eliciting Reasoning in Large Language Models},
       author={Zizhuo Zhang and Jianing Zhu and Xinmu Ge and Zihua Zhao and Zhanke Zhou and Xuan Li and Xiao Feng and Jiangchao Yao and Bo Han},
       journal={arXiv preprint arXiv:2508.00410}
       year={2025},