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  # NuMarkdown-Qwen2.5-VL πŸ–‹οΈπŸ“„ β†’ πŸ“
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- **NuMarkdown-Qwen2.5-VL** is the first reasoning vision-language model trained to converts documents into clean GitHub-flavoured Markdown.
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  It is a fine-tune of **Qwen 2.5-VL-7B** using ~10 k synthetic doc-to-Markdown pairs, followed by a RL phase (GRPO) with a layout-centric reward.
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  *(note: the number of thinking tokens can vary from 20% to 2X the number of token of the final answers)*
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-
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  ## Results
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  *(we plan to realease a markdown arena -similar to llmArena- for complex document to markdown task)*
 
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  # NuMarkdown-Qwen2.5-VL πŸ–‹οΈπŸ“„ β†’ πŸ“
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+ **NuMarkdown-reasoning** is the first reasoning vision-language model trained to converts documents into clean GitHub-flavoured Markdown.
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  It is a fine-tune of **Qwen 2.5-VL-7B** using ~10 k synthetic doc-to-Markdown pairs, followed by a RL phase (GRPO) with a layout-centric reward.
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  *(note: the number of thinking tokens can vary from 20% to 2X the number of token of the final answers)*
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  ## Results
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  *(we plan to realease a markdown arena -similar to llmArena- for complex document to markdown task)*