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# Reasoning comes to OCR
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**NuMarkdown-8B-Thinking** is the first reasoning OCR VLM. It is specifically trained to convert documents into clean GitHub-flavoured Markdown. It generates thoughts tokens to figure out the layout of the document before generating the Markdown file.
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It is particularly good at understanding documents with weird layouts and complex tables. The number of thinking tokens can vary from 20% to 500% of the final answer, depending on the task difficulty.
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# Reasoning comes to OCR 🧠✨📄🤘
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**NuMarkdown-8B-Thinking** is the first reasoning OCR VLM. It is specifically trained to convert documents into clean GitHub-flavoured Markdown. It generates thoughts tokens to figure out the layout of the document before generating the Markdown file.
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It is particularly good at understanding documents with weird layouts and complex tables. The number of thinking tokens can vary from 20% to 500% of the final answer, depending on the task difficulty.
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