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  ## Model Summary
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- `Unified-Reward-7b-v1.5` is the enhanced version of [Unified-Reward-7b](https://huggingface.co/CodeGoat24/UnifiedReward-7b/blob/main/README.md), the first unified reward model for multimodal understanding and generation assessment, enabling both pairwise ranking and pointwise scoring, which can be employed for vision model preference alignment.
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  For further details, please refer to the following resources:
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  - 📰 Paper: https://arxiv.org/pdf/2503.05236
 
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  ## Model Summary
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+ `Unified-Reward-7b-v1.5` is the enhanced version of [Unified-Reward-7b](https://huggingface.co/CodeGoat24/UnifiedReward-7b/blob/main/README.md) based on [LLaVA-OneVision-7b](https://huggingface.co/lmms-lab/llava-onevision-qwen2-7b-ov), the first unified reward model for multimodal understanding and generation assessment, enabling both pairwise ranking and pointwise scoring, which can be employed for vision model preference alignment.
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  For further details, please refer to the following resources:
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  - 📰 Paper: https://arxiv.org/pdf/2503.05236