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@@ -15,7 +15,7 @@ library_name: transformers
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  **VL-Rethinker-7B** achieves SoTA results on various multimodal reasoning benchmarks.
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- It is trained using the **GRPO-SSR and Forced Rethinking** techniques.
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  For details of our approach and performance comparison, please see our [paper](https://github.com/TIGER-AI-Lab/VL-Rethinker/blob/main/paper.pdf).
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@@ -23,15 +23,16 @@ For details of training and evaluation, please see our [code repo](https://githu
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  Explore further via the following links:
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- | [**🚀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)]() |
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  ## Citation
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  If you feel this model useful, please give us a free cite:
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- ```
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  @article{vl-rethinker,
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  title={VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning},
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  author = {Wang, Haozhe and Qu, Chao and Huang, Zuming and Chu, Wei and Lin,Fangzhen and Chen, Wenhu},
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  journal={arXiv preprint arXiv:2504.08837},
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  year={2025}
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- }
 
 
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  **VL-Rethinker-7B** achieves SoTA results on various multimodal reasoning benchmarks.
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+ It is trained using the **GRPO-SSR and Forced Rethinking** techniques, using meticulously curated training queries from [ViRL39K](https://huggingface.co/datasets/TIGER-Lab/ViRL39K).
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  For details of our approach and performance comparison, please see our [paper](https://github.com/TIGER-AI-Lab/VL-Rethinker/blob/main/paper.pdf).
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  Explore further via the following links:
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+ | [**🚀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** (ViRL39K)](https://huggingface.co/datasets/TIGER-Lab/ViRL39K) |
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  ## Citation
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  If you feel this model useful, please give us a free cite:
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+ ```bibtex
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  @article{vl-rethinker,
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  title={VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning},
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  author = {Wang, Haozhe and Qu, Chao and Huang, Zuming and Chu, Wei and Lin,Fangzhen and Chen, Wenhu},
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  journal={arXiv preprint arXiv:2504.08837},
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  year={2025}
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+ }
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+ ```