Model Summary UnifiedReward 2.0 qwen3vl 32b is the first unified reward model based on Qwen/Qwen3 VL 32B Instruct for multimodal understanding and generation assessment, enabling both pairwise ranking and pointwise scoring, which can be employed for vision model preference alignment. For further details, please refer to the following resources: 📰 Paper: https://arxiv.org/pdf/2503.05236 🪐 Project Page: https://codegoat24.github.io/UnifiedReward/ 🤗 Model Collections: https://huggingface.co/collections/CodeGoat24/unifiedreward models 67c3008148c3a380d15ac63a 🤗 Dataset Collections: https://huggingface.co/collections/CodeGoat24/unifiedreward training data 67c300d4fd5eff00fa7f1ede 👋 Point of Contact: Yibin Wang 🏁 Compared with Current Reward Models Reward Model Method Image Generation Image Understanding Video Generation Video Understanding : : : : : : : : : : : : PickScore Point √ HPS Point √ ImageReward Point √ LLaVA Critic Pair/Point √ IXC 2.5 Reward Pair/Point √ √ VideoScore Point √ LiFT Point √ VisionReward Point √ √ VideoReward Point √ UnifiedReward (Ours) Pair/Point √ √ √ √ Citation
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