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  # Unified-Reward-7B
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- We are actively gathering feedback from the community to improve our models. **We welcome your input and encourage you to stay updated through our repository**!!
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- [2025/4/15] 🔥🔥 We updated the `UnifiedReward-7B` to enhance its generalization and performance, incorporating valuable feedback from the community.
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  ## Model Summary
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- `Unified-Reward-7b` is 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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  # Unified-Reward-7B
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+ We are actively gathering feedback from the community to improve our models. **We welcome your input and encourage you to stay updated through our repository**!
 
 
 
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  ## Model Summary
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+ `Unified-Reward-7b` is the first unified reward model for multimodal understanding and generation assessment based on [LLaVA-OneVision-7b](https://huggingface.co/lmms-lab/llava-onevision-qwen2-7b-ov), 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