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Co-authored-by: Ruihan Yang <rhyang@users.noreply.huggingface.co>

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@@ -103,5 +103,10 @@ Main Results can see the ablation section in our paper.
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  If you find Penguin-VL useful for your research and applications, please cite using this BibTeX:
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  ```bibtex
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- ...
 
 
 
 
 
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  ```
 
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  If you find Penguin-VL useful for your research and applications, please cite using this BibTeX:
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  ```bibtex
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+ @article{Penguin-VL,
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+ title={Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders},
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+ author={Boqiang Zhang and Lei Ke and Ruihan Yang and Qi Gao and Tianyuan Qu and Rossell Chen and Dong Yu and Leoweiliang},
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+ journal={arXiv preprint arXiv:2603.06569},
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+ year={2026}
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+ }
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  ```