Update README.md

README.md

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 ## Model
-This is the model card for `ColModernVBERT` the late-interaction version of ModernVBERT that is fine-tuned for visual document retrieval tasks, our most performant model on this task. 
+This is the model card for `ColModernVBERT`, the late-interaction version of ModernVBERT that is fine-tuned for visual document retrieval tasks, our most performant model on this task. 
 
 ## Table of Contents
 1. [Overview](#overview)
@@ -26,10 +26,10 @@ The [ModernVBERT](https://arxiv.org/abs/2510.01149) suite is a suite of compact
 For more information about ModernVBERT, please check the [arXiv](https://arxiv.org/abs/2510.01149) preprint.
 
 ### Models
-- `colmodernvbert` (*ColModernVBERT* in the paper) is the late-interaction version that is fine-tuned for visual document retrieval tasks, our most performant model on this task.
-- `bimodernvbert` (*BiModernVBERT* in the paper) is the bi-encoder version that is fine-tuned for visual document retrieval tasks.
-- `modernvbert-embed` is the bi-encoder version after modality alignment (using a MLM objective) and contrastive learning, without document specialization.
-- `modernvbert` is the base model after modality alignment (using a MLM objective).
+- `ColModernVBERT` is the late-interaction version that is fine-tuned for visual document retrieval tasks, our most performant model on this task.
+- `BiModernVBERT` is the bi-encoder version that is fine-tuned for visual document retrieval tasks.
+- `ModernVBERT-embed` is the bi-encoder version after modality alignment (using a MLM objective) and contrastive learning, without document specialization.
+- `ModernVBERT` is the base model after modality alignment (using a MLM objective).
 
 
 ## Usage