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  # ActPRM
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  ## Links
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- - [GitHub](https://github.com/sail-sg/ActivePRM)
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- - [ActivePRM Collection](https://huggingface.co/collections/sail/active-prm-67fccbc10c94c41a6d6b26d9)
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  ## Introduction
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- We release our process reward model effectively trained with active learning based on `Qwen/Qwen2.5-Math-7B-Instruct`.
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- <!-- <p align="center">
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- <img src="https://raw.githubusercontent.com/sail-sg/ActivePRM/refs/heads/main/assets/figure1.png" width=70%/>
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- </p> -->
 
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  ### Usage
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  We provide a code snippet to show the usage of our PRM.
 
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  # ActPRM
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  ## Links
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+ - 💻 [GitHub](https://github.com/sail-sg/ActivePRM)
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+ - 🤗 [ActivePRM Collection](https://huggingface.co/collections/sail/active-prm-67fccbc10c94c41a6d6b26d9)
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  ## Introduction
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+ We release our process reward model effectively trained with active learning based on `Qwen/Qwen2.5-Math-7B-Instruct`. The model achieved 75.0% on [ProcessBench](https://github.com/QwenLM/ProcessBench) and 65.5% on [PRMBench](https://github.com/ssmisya/PRMBench).
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+ <p align="center">
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+ <img src="https://raw.githubusercontent.com/sail-sg/ActivePRM/refs/heads/master/assets/processbench.png" width=70%/>
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+ <img src="https://raw.githubusercontent.com/sail-sg/ActivePRM/refs/heads/master/assets/prmbench.png" width=70%/>
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+ </p>
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  ### Usage
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  We provide a code snippet to show the usage of our PRM.