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@@ -260,11 +260,11 @@ Apache 2.0, inherited from `Qwen3.5-VL-4B-Instruct`. You may use, modify, and re
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  ## Citation
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  ```bibtex
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- @misc{argus2026,
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- title = {Argus: Region-Aware Query-Conditioned Mixture of Experts for Visual Document Retrieval},
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- author = {DataScience-UIBK team},
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- year = {2026},
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- url = {https://huggingface.co/DataScience-UIBK/Argus-Colqwen3.5-4b-v0},
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  }
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  ```
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  ## Citation
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  ```bibtex
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+ @article{abdallah2026argus,
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+ title={Argus-Retriever: Vision-LLM Late-Interaction Retrieval with Region-Aware Query-Conditioned MoE for Visual Document Retrieval},
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+ author={Abdallah, Abdelrahman and Abdalla, Mahmoud and Ali, Mohammed and Jatowt, Adam},
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+ journal={arXiv preprint arXiv:2606.04300},
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+ year={2026}
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  }
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  ```
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