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README.md

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 # ColSmolVLM-alpha: Visual Retriever based on SmolVLM-Instruct with ColBERT strategy
 
-### This is the base version trained with batch_size 128 for 3 epochs
+### This is a version trained with batch_size 128 for 3 epochs
 
 ColSmolVLM is a model based on a novel model architecture and training strategy based on Vision Language Models (VLMs) to efficiently index documents from their visual features.
 It is a SmolVLM extension that generates [ColBERT](https://arxiv.org/abs/2004.12832)- style multi-vector representations of text and images.