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  Inspired by the success of our [II-Researcher](https://ii.inc/web/blog/post/ii-researcher) approach, which applies tools with augmented reasoning on top of the [Deep-seek-R1](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528) model, II-Search-4B-CIR introduces Code-Integrated Reasoning (CIR), a more powerful and flexible method for tool interaction with the reasoning process.
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- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/63466107f7bd6326925fc770/KbxtgwdYN1cQd4Z_RKtWC.png)
 
 
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  # Model Description
 
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  Inspired by the success of our [II-Researcher](https://ii.inc/web/blog/post/ii-researcher) approach, which applies tools with augmented reasoning on top of the [Deep-seek-R1](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528) model, II-Search-4B-CIR introduces Code-Integrated Reasoning (CIR), a more powerful and flexible method for tool interaction with the reasoning process.
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/63466107f7bd6326925fc770/GjuuP61qTVnVy5nvQPIXy.png)
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  # Model Description