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README.md
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---
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base_model:
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- Qwen/Qwen2.5-VL-7B-Instruct
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language:
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- en
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license: apache-2.0
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tags:
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- transformers
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- multimodal
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pipeline_tag: visual-question-answering
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---
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# VL-Rethinker-7B
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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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For details of training and evaluation, please see our [code repo](https://github.com/TIGER-AI-Lab/VL-Rethinker/).
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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://github.com/TIGER-AI-Lab/VL-Rethinker/blob/main/paper.pdf) | [**🔗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{VLRethinker,
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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 Fangzhen, Lin and Wenhu Chen},
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journal={ArXiv},
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year={2025},
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}
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```
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