Update README.md

README.md

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 # ModernVBERT
 
+![bg](https://cdn-uploads.huggingface.co/production/uploads/6720a87e392e9cea0187fde6/nRa7iE30dqCUHGblnK8GQ.png)
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 ## Model
 This is the model card for `modernvbert`. 
 
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 ## Evaluation
 
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+![table](https://cdn-uploads.huggingface.co/production/uploads/6720a87e392e9cea0187fde6/KEx0Y7r3hrgPJUh0_I9_1.png)
 Our results can be found in the [arXiv](https://arxiv.org/abs/2510.01149) preprint.
 When finetuned for visual document retrieval tasks, ModernVBERT matches the performance of models nearly 10x larger on visual document benchmarks. Additionally, it provides an interesting inference speed on CPU compared to the models of similar performance.