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@@ -38,6 +38,9 @@ The model is based on the [facebook/nougat-base](https://huggingface.co/facebook
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  Or, use the code below to get started with the model locally.
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  ```python
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  from PIL import Image
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  import torch
@@ -107,8 +110,7 @@ By selecting the GPL 3.0 license, you promote the principles of open source and
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  ### Citation
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- If you find this model useful, please consider citing the original facebook/nougat-base model and the datasets used for fine-tuning, including the Khatt dataset and any details regarding the custom dataset.
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-
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  ```bibtex
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  @misc{rashad2024arabicnougatfinetuningvisiontransformers,
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  title={Arabic-Nougat: Fine-Tuning Vision Transformers for Arabic OCR and Markdown Extraction},
 
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  Or, use the code below to get started with the model locally.
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+ Don't forget to update transformers:
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+ `pip install -U transformers`
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+
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  ```python
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  from PIL import Image
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  import torch
 
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  ### Citation
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+ If you find this model useful, please cite the corresponding research paper:
 
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  ```bibtex
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  @misc{rashad2024arabicnougatfinetuningvisiontransformers,
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  title={Arabic-Nougat: Fine-Tuning Vision Transformers for Arabic OCR and Markdown Extraction},