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Qwen/Qwen3-VL-8B-Instruct and fine-tuned via Group Relative Policy Optimization (GRPO).
<reasoning> and <answer> XML tags.1@article{shao2024deepseekmath,
2 title = {{DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models}},
3 author = {Zhihong Shao and Peiyi Wang and Qihao Zhu and Runxin Xu and Junxiao Song and Mingchuan Zhang and Y. K. Li and Y. Wu and Daya Guo},
4 year = 2024,
5 eprint = {arXiv:2402.03300},
6}
71@misc{vonwerra2022trl,
2 title = {{TRL: Transformer Reinforcement Learning}},
3 author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec},
4 year = 2020,
5 journal = {GitHub repository},
6 publisher = {GitHub},
7 howpublished = {\url{https://github.com/huggingface/trl}}
8}