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@@ -23,6 +23,8 @@ Quick links:
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  - 🎮 [Demo](https://olmocr.allenai.org/)
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  The best way to use this model is via the [olmOCR toolkit](https://github.com/allenai/olmocr).
 
 
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  ## Usage
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@@ -33,7 +35,7 @@ The prompt must then contain the additional metadata from the document, and the
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  ## Manual Prompting
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- If you want to prompt this model manually, please see the code below.
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  In normal usage, the olmOCR toolkit builds the prompt by rendering the PDF page, and
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  extracting relevant text blocks and image metadata. To duplicate that you will need to
 
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  - 🎮 [Demo](https://olmocr.allenai.org/)
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  The best way to use this model is via the [olmOCR toolkit](https://github.com/allenai/olmocr).
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+ The toolkit comes with an efficient inference setup via sglang that can handle millions of documents
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+ at scale.
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  ## Usage
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  ## Manual Prompting
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+ If you want to prompt this model manually instead of using the [olmOCR toolkit](https://github.com/allenai/olmocr), please see the code below.
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  In normal usage, the olmOCR toolkit builds the prompt by rendering the PDF page, and
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  extracting relevant text blocks and image metadata. To duplicate that you will need to