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@@ -33,6 +33,8 @@ It is a fine-tune of **Qwen 2.5-VL-7B** using ~10 k synthetic doc-to-Reasoning-t
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  ## Results
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  ### Arena ranking (using trueskill-2 ranking system):
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  | Rank | Model | μ | σ | μ − 3σ |
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  | ---- | --------------------------------------- | ----- | ---- | ------ |
 
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  ## Results
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+ **NuMarkdown-reasoning** is significantly better than similar size non-reasoning models trained for markdown generation on complex documents, and achieve competitive results against top close sources alternatives.
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  ### Arena ranking (using trueskill-2 ranking system):
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  | Rank | Model | μ | σ | μ − 3σ |
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  | ---- | --------------------------------------- | ----- | ---- | ------ |