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  ## Overview
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- **Omni-R1-Zero** is trained **without multimodal annotations**. It bootstraps **step-wise visualizations** from **text-only CoT seeds** (e.g., M3CoT), and then follows the same **SFT → RL** recipe as Omni-R1 to learn interleaved multimodal reasoning.
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  ## Usage
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  ## Overview
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+ **Omni-R1-Zero** is trained **without multimodal annotations**. It bootstraps **step-wise visualizations** from **text-only CoT seeds** (e.g., M3CoT), and then follows the same PeSFT+PeRPO recipe as Omni-R1 to learn interleaved multimodal reasoning.
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  ## Usage
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