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@@ -68,7 +68,7 @@ LightOnOCR-2 is an efficient end-to-end 1B-parameter vision-language model for c
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  <img src="benchmark.png" alt="OlmOCR-Bench Results" width="900"/>
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  </div>
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- *See the [paper](https://huggingface.co/papers/lightonocr-2) for full benchmark details and methodology.*
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  <img src="benchmark.png" alt="OlmOCR-Bench Results" width="900"/>
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  </div>
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+ *See the [paper](https://arxiv.org/pdf/2601.14251) for full benchmark details and methodology.*
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  ---
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