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  <a href="https://scholar.google.com/citations?hl=zh-CN&user=9etrpbYAAAAJ">Tiancheng Gu*</a>,</span>
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  <a href="https://kaicheng-yang0828.github.io">Kaicheng Yang*</a>,</span>
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- <a href="https://kcz358.github.io/">kaichen Zhang</a>,</span>
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  <a href="https://scholar.google.com/citations?hl=zh-CN&user=1ckaPgwAAAAJ">Xiang An</a>,</span>
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  Ziyong Feng,</span> \
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  <a href="https://scholar.google.com/citations?hl=en&user=LatWlFAAAAAJ">Yueyi Zhang</a>,</span>
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  ## 🖊️ Citation
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  If you find this repository useful, please use the following BibTeX entry for citation.
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  ```latex
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- Coming Soon !!!
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-
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- @misc{gu2025unime,
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- title={Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs},
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- author={Tiancheng Gu and Kaicheng Yang and Ziyong Feng and Xingjun Wang and Yanzhao Zhang and Dingkun Long and Yingda Chen and Weidong Cai and Jiankang Deng},
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  year={2025},
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- eprint={2504.17432},
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  archivePrefix={arXiv},
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  primaryClass={cs.CV},
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- url={https://arxiv.org/abs/2504.17432},
 
 
 
 
 
 
 
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  }
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  ```
 
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  <a href="https://scholar.google.com/citations?hl=zh-CN&user=9etrpbYAAAAJ">Tiancheng Gu*</a>,</span>
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  <a href="https://kaicheng-yang0828.github.io">Kaicheng Yang*</a>,</span>
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+ <a href="https://kcz358.github.io/">Kaichen Zhang</a>,</span>
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  <a href="https://scholar.google.com/citations?hl=zh-CN&user=1ckaPgwAAAAJ">Xiang An</a>,</span>
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  Ziyong Feng,</span> \
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  <a href="https://scholar.google.com/citations?hl=en&user=LatWlFAAAAAJ">Yueyi Zhang</a>,</span>
 
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  ## 🖊️ Citation
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  If you find this repository useful, please use the following BibTeX entry for citation.
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  ```latex
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+ @misc{gu2025unimev2mllmasajudgeuniversalmultimodal,
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+ title={UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning},
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+ author={Tiancheng Gu and Kaicheng Yang and Kaichen Zhang and Xiang An and Ziyong Feng and Yueyi Zhang and Weidong Cai and Jiankang Deng and Lidong Bing},
 
 
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  year={2025},
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+ eprint={2510.13515},
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  archivePrefix={arXiv},
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  primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2510.13515},
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+ }
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+
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+ @inproceedings{unime,
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+ title={Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs},
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+ author={Gu, Tiancheng and Yang, Kaicheng and Feng, Ziyong and Wang, Xingjun and Zhang, Yanzhao and Long, Dingkun and Chen, Yingda and Cai, Weidong and Deng, Jiankang},
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+ booktitle={ACM MM},
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+ year={2025}
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  }
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  ```