Update README.md

README.md

@@ -9,29 +9,27 @@ tags:
 - multimodal
 pipeline_tag: visual-question-answering
 ---
-# MM-Thinker-72B-Preview
-## Model Overview
-- **MM-thinker-72B-Preview** improves visual reasoning upon [Qwen2.5-VL-72B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-72B-Instruct) model.
+# VL-Reasoner-72B
+**VL-Reasoner-72B** achieves superior results on various multimodal reasoning benchmarks.
 
-- As of April 3rd, 2025, **MM-thinker-72B-Preview** achieves superior results on various visual reasoning benchmarks ([MathVision](https://mathllm.github.io/mathvision/),[MathVista](https://mathvista.github.io/),  [MathVerse](https://mathverse-cuhk.github.io/), [MMMU-Pro](), [EMMA](), [MEGA]()). 
+It is trained using the **GRPO-SSR** techniques, serving as the foundation for [**VL-Rethinker**](https://huggingface.co/TIGER-Lab/VL-Rethinker-72B/).
 
+For details of our approach and performance comparison, please see our [paper](https://github.com/TIGER-AI-Lab/VL-Rethinker/blob/main/paper.pdf).
 
-## Evaluation
+For details of training and evaluation, please see our [code repo](https://github.com/TIGER-AI-Lab/VL-Rethinker/).
 
-We will release a code repository for VLM evaluation. It supports RL training with simple rule-based rewards, meanwhile aligning with LLM-Judge results. 
-    
-Stay tuned!
+Explore further via the following links:
 
+| [**🚀Project Page**](https://tiger-ai-lab.github.io/VL-Rethinker/) | [**📖Paper**](https://arxiv.org/abs/2504.08837) | [**🔗Github**](https://github.com/TIGER-AI-Lab/VL-Rethinker/) | [**🤗Data** (Coming Soon)]()  |
 
 ## Citation
-If you find our model useful, please consider citing:
 
+If you feel this model useful, please give us a free cite:
 ```
-@misc {MM-Thinker-72B,
-	author       = { Wang, Haozhe and Lin, Fangzhen and Chen, Wenhu },
-	title        = { MM-Thinker-72B },
-	year         = 2025,
-	url          = { https://huggingface.co/TIGER-Lab/MM-Thinker-72B},
-	publisher    = { Hugging Face }
-}
+@article{vl-rethinker,
+      title={VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning},
+      author = {Wang, Haozhe and Qu, Chao and Huang, Zuming and Chu, Wei and Lin, Fangzhen and Chen, Wenhu},
+      journal={arXiv preprint arXiv:2504.08837},
+      year={2025}
+}	        
 ```