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@@ -167,11 +167,11 @@ If you use this model in your research, please cite:
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  ```
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  @misc{QariOCR2025,
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- title={Qari-OCR: A High-Accuracy Model for Arabic Optical Character Recognition},
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- author={NAMAA},
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  year={2025},
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- publisher={Hugging Face},
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- howpublished={\url{https://huggingface.co/NAMAA-Space/Qari-OCR-0.1-VL-2B-Instruct}},
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  note={Accessed: 2025-03-03}
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  }
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  ```
 
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  ```
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  @misc{QariOCR2025,
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+ title={QARI-OCR: High-Fidelity Arabic Text Recognition through Multimodal Large Language Model Adaptation},
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+ author={Ahmed Wasfy, Omer Nacar, Abdelakreem Elkhateb, Mahmoud Reda, Omar Elshehy, Adel Ammar, Wadii Boulila},
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  year={2025},
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+ archivePrefix={arXiv},
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+ howpublished={\url{https://arxiv.org/abs/2506.02295}},
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  note={Accessed: 2025-03-03}
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  }
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  ```